{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import nltk\n",
    "from nltk.corpus import movie_reviews\n",
    "from random import shuffle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(['while', 'watching', 'loser', ',', 'it', 'occurred', 'to', 'me', 'that', 'amy', 'heckerling', \"'\", 's', 'true', 'genius', 'as', 'a', 'film', '-', 'maker', 'is', 'casting', '.', 'in', 'fast', 'times', 'at', 'ridgemont', 'high', ',', 'she', 'gave', 'us', 'sean', 'penn', \"'\", 's', 'jeff', 'spicoli', ';', 'in', 'look', 'who', \"'\", 's', 'talking', ',', 'she', 'turned', 'bruce', 'willis', 'into', 'a', 'wise', '-', 'cracking', 'baby', 'and', 'provided', 'john', 'travolta', 'with', 'is', 'first', 'career', 'revival', ';', 'in', 'clueless', ',', 'she', 'found', 'a', 'star', 'vehicle', 'for', 'the', 'adorableness', 'that', 'is', '(', 'or', 'was', ')', 'alicia', 'silverstone', '.', 'she', 'seems', 'to', 'understand', 'instinctively', 'how', 'to', 'find', 'performers', 'the', 'audience', 'will', 'like', 'in', 'spite', 'of', 'their', 'flaws', '.', 'unfortunately', ',', 'she', 'may', 'also', 'be', 'starting', 'to', 'understand', 'that', 'she', 'understands', '.', 'giving', 'appealing', 'actors', 'an', 'appealing', 'script', 'creates', 'likeable', 'movies', '.', 'giving', 'appealing', 'actors', 'a', 'script', 'in', 'which', 'their', 'appeal', '_is_', 'the', 'movie', 'makes', 'for', 'unexpectedly', 'awful', 'films', 'like', 'loser', '.', 'naturally', ',', 'heckerling', 'makes', 'her', 'protagonist', 'an', 'all', '-', 'around', 'swell', 'guy', '.', 'paul', 'tannek', '(', 'jason', 'biggs', ')', 'is', 'a', 'small', '-', 'town', 'boy', 'who', 'gets', 'a', 'scholarship', 'to', 'nyu', ',', 'then', 'instantly', 'finds', 'himself', 'an', 'island', 'of', 'compassion', 'and', 'diligence', 'in', 'the', 'cold', '-', 'hearted', 'big', 'city', '.', 'paul', 'is', 'the', 'kind', 'of', 'guy', 'who', 'gives', 'up', 'his', 'seat', 'on', 'the', 'subway', 'to', 'an', 'elderly', 'woman', ';', 'his', 'roommates', 'adam', '(', 'zak', 'orth', ')', ',', 'chris', '(', 'tom', 'sadoski', ')', 'and', 'noah', '(', 'jimmi', 'simpson', ')', 'are', 'the', 'kind', 'of', 'guys', 'who', 'blast', 'their', 'music', 'and', 'let', 'their', 'waterbeds', 'leak', 'all', 'over', 'paul', '.', 'paul', 'is', 'also', 'the', 'kind', 'of', 'guy', 'who', 'adores', 'girls', 'from', 'afar', ',', 'in', 'this', 'case', 'the', 'lovely', 'dora', 'diamond', '(', 'mena', 'suvari', ')', '.', 'dora', 'has', 'problems', 'of', 'her', 'own', ',', 'including', 'a', 'shortage', 'of', 'funds', 'to', 'pay', 'her', 'tuition', 'and', 'a', 'relationship', 'with', 'a', 'professor', ',', 'edward', 'alcott', '(', 'greg', 'kinnear', ')', ',', 'that', \"'\", 's', 'more', 'than', 'slightly', 'one', '-', 'sided', '.', 'they', \"'\", 're', 'two', 'conscientious', 'kids', 'who', 'love', 'animals', 'and', 'homeless', 'people', ',', 'so', 'clearly', 'they', 'belong', 'together', ',', 'even', 'if', 'paul', 'is', 'a', 'loser', '.', 'i', 'must', 'confess', 'that', ',', 'for', 'a', 'while', ',', 'i', 'was', 'suckered', 'in', 'by', 'heckerling', \"'\", 's', 'casting', '.', 'jason', 'biggs', 'is', 'an', 'engaging', 'performer', 'whose', 'unconventional', 'looks', 'make', 'him', 'even', 'easier', 'to', 'embrace', ';', 'suvari', 'is', 'a', 'coquette', 'with', 'an', 'undercurrent', 'of', 'intelligence', '.', 'they', \"'\", 're', 'pleasant', 'enough', 'to', 'watch', ',', 'and', 'heckerling', 'gives', 'us', 'plenty', 'of', 'scenes', 'establishing', 'how', 'nice', 'they', 'are', 'and', 'how', 'nice', 'their', 'respective', 'antagonists', 'aren', \"'\", 't', '.', 'then', 'it', 'gradually', 'becomes', 'clear', 'that', 'there', \"'\", 's', 'virtually', 'nothing', 'to', 'loser', 'but', 'scenes', 'of', 'that', 'sort', '.', 'in', 'theory', ',', 'loser', 'is', 'a', 'romantic', 'comedy', ',', 'but', 'there', 'is', 'scarcely', 'a', 'laugh', 'to', 'be', 'found', 'in', 'the', 'entire', 'film', '(', 'notable', 'exception', ':', 'a', 'cameo', 'by', 'a', 'scene', '-', 'stealing', 'comic', 'actor', 'as', 'a', 'video', 'store', 'clerk', ')', '.', 'instead', 'of', 'taking', 'any', 'time', 'to', 'make', 'the', 'characters', \"'\", 'situations', 'funny', ',', 'heckerling', 'spends', '98', 'minutes', 'making', 'her', 'characters', \"'\", 'situations', 'pathetic', '.', 'she', 'shows', 'none', 'of', 'the', 'ear', 'for', 'quirky', 'dialogue', 'that', 'sparked', 'clueless', ',', 'nor', 'any', 'of', 'that', 'film', \"'\", 's', 'interest', 'in', 'lively', 'plotting', '(', 'not', 'surprisingly', ',', 'since', 'clueless', \"'\", 's', 'plot', 'came', 'via', 'jane', 'austen', \"'\", 's', 'emma', ')', '.', 'she', 'simply', 'turns', 'the', 'film', 'into', 'a', 'pity', 'party', '.', 'since', 'loser', 'is', 'a', 'film', 'composed', 'almost', 'entirely', 'of', 'establishing', 'character', ',', 'you', 'might', 'think', 'that', 'those', 'characters', 'would', 'be', 'interesting', ',', 'or', 'at', 'least', 'slightly', 'complicated', '.', 'instead', ',', 'you', 'have', 'people', 'either', 'so', 'perfect', 'or', 'so', 'unredeemable', 'that', 'there', \"'\", 's', 'no', 'reason', 'to', 'watch', 'them', '.', 'paul', 'isn', \"'\", 't', 'just', 'a', 'nice', 'guy', ',', 'he', \"'\", 's', 'flawless', ';', 'consequently', ',', 'he', \"'\", 's', 'a', 'central', 'character', 'who', 'does', 'absolutely', 'no', 'growing', '.', 'his', 'roommates', 'aren', \"'\", 't', 'just', 'inconsiderate', ',', 'they', \"'\", 're', 'actively', 'evil', '-', 'blackmailing', 'professor', 'alcott', ',', 'drugging', 'women', 'with', 'rohypnol', 'and', 'generally', 'giving', 'humanity', 'a', 'bad', 'name', '.', 'and', 'professor', 'alcott', 'isn', \"'\", 't', 'just', 'manipulative', ',', 'he', 'turns', 'dora', 'into', 'his', 'house', 'slave', '.', 'dora', \"'\", 's', 'unthinking', 'devotion', 'to', 'alcott', 'is', 'the', 'only', 'whiff', 'of', 'basic', 'human', 'frailty', 'to', 'be', 'found', 'in', 'loser', ',', 'and', 'even', 'that', 'isn', \"'\", 't', 'explored', 'in', 'sufficient', 'detail', '.', 'there', \"'\", 's', 'more', 'ambiguity', 'in', 'the', '30', '-', 'second', 'snippet', 'from', 'alan', 'cumming', \"'\", 's', 'broadway', 'performance', 'as', 'the', 'emcee', 'in', 'cabaret', 'then', 'there', 'is', 'in', 'the', 'rest', 'of', 'loser', 'it', \"'\", 's', 'one', 'thing', 'to', 'turn', 'supporting', 'characters', 'into', 'comic', 'exaggerations', ';', 'it', \"'\", 's', 'another', 'to', 'flatten', 'your', 'leads', 'into', 'easily', 'digestible', 'mush', '.', 'and', 'it', 'would', 'help', 'if', 'those', 'comic', 'exaggerations', 'were', 'somehow', '.', '.', '.', 'i', 'don', \"'\", 't', 'know', '.', '.', '.', 'comic', '.', 'still', ',', 'i', 'spent', 'much', 'of', 'the', 'film', 'holding', 'out', 'the', 'ridiculous', 'hope', 'that', 'heckerling', 'would', 'somehow', 'salvage', 'loser', 'from', 'its', 'tedium', 'and', 'justify', 'my', 'desire', 'to', 'like', 'paul', 'and', 'dora', '.', 'that', 'hope', 'dissolved', 'the', 'moment', 'heckerling', 'underscored', 'a', 'sequence', 'of', 'paul', 'in', 'the', 'throes', 'of', 'unrequited', 'love', 'to', 'simon', 'and', 'garfunkel', \"'\", 's', '\"', 'scarborough', 'fair', '/', 'canticle', '.', '\"', 'instead', 'of', 'giving', 'the', 'sequence', 'a', 'knowing', 'wink', '-', 'a', 'reference', 'to', 'the', 'graduate', ',', 'a', 'hint', 'that', 'paul', 'is', 'becoming', 'an', 'overly', '-', 'sensitive', 'clich', '-', 'heckerling', 'plays', 'it', 'deadly', 'straight', '.', 'even', 'in', 'the', 'scenes', 'that', 'scream', 'for', 'a', 'light', 'comic', 'touch', 'and', 'a', 'bit', 'of', 'a', 'poke', 'at', 'her', 'protagonist', \"'\", 's', 'foibles', ',', 'she', 'finds', 'it', 'impossible', 'to', 'stray', 'from', 'the', 'gospel', 'of', 'paul', 'as', 'saint', '.', 'clueless', \"'\", 's', 'cher', 'had', 'her', 'self', '-', 'absorption', 'and', 'manipulative', 'tendencies', 'to', 'balance', 'her', 'cuteness', '.', 'in', 'loser', ',', 'amy', 'heckerling', 'shows', 'a', 'leaden', 'hand', 'with', 'material', 'that', 'demands', 'friskiness', '(', 'her', 'one', 'show', 'of', 'wit', 'involves', 'naming', 'paul', \"'\", 's', 'dorm', '\"', 'hunt', \"'\", 's', 'hall', '\"', 'after', 'erstwhile', 'bowery', 'boy', 'huntz', 'hall', ')', '.', 'her', 'gift', 'with', 'casting', 'proved', 'to', 'be', 'her', 'curse', '.', 'loser', 'may', 'be', 'a', 'crashing', 'bore', ',', 'but', 'gee', ',', 'aren', \"'\", 't', 'those', 'two', 'kids', 'swell', '?'], 'neg')\n"
     ]
    }
   ],
   "source": [
    "documents = [(list(movie_reviews.words(fileid)), category) for category in movie_reviews.categories()for fileid in movie_reviews.fileids(category)]\n",
    "shuffle(documents)\n",
    "print (documents[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2000"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(documents)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<FreqDist with 39768 samples and 1583820 outcomes>\n"
     ]
    }
   ],
   "source": [
    "#拿出2000个最常用的词\n",
    "all_words = nltk.FreqDist(w.lower() for w in movie_reviews.words())\n",
    "#print (all_words)\n",
    "word_features = list(all_words.keys())[:2000]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def document_features(document):\n",
    "    document_words = set(document)\n",
    "    features = {}\n",
    "    for word in word_features:\n",
    "        features['contains(%s)' % word] = (word in document_words)\n",
    "    return features\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'contains(rounded)': False, 'contains(giggles)': False, 'contains(flamed)': False, 'contains(rehabilitate)': False, 'contains(ned)': False, 'contains(inmate)': False, 'contains(blackmore)': False, 'contains(rehab)': False, 'contains(gutted)': False, 'contains(twang)': False, 'contains(worker)': False, 'contains(draw)': False, 'contains(sunbathing)': False, 'contains(volley)': False, 'contains(sw4)': False, 'contains(buttons)': False, 'contains(incompletely)': False, 'contains(bottlecaps)': False, 'contains(dried)': False, 'contains(harebrained)': False, 'contains(accomplishment)': False, 'contains(forwardly)': False, 'contains(inhalants)': False, 'contains(cel)': False, 'contains(blown)': False, 'contains(pollution)': False, 'contains(ponders)': False, 'contains(venora)': False, 'contains(premiss)': False, 'contains(bostwick)': False, 'contains(burnell)': False, 'contains(armor)': False, 'contains(carpark)': False, 'contains(chest)': False, 'contains(oracles)': False, 'contains(crux)': False, 'contains(incoherence)': False, 'contains(behaviors)': False, 'contains(profess)': False, 'contains(12)': False, 'contains(keiko)': False, 'contains(repay)': False, 'contains(bark)': False, 'contains(junkyard)': False, 'contains(theology)': False, 'contains(legitimize)': False, 'contains(shortcut)': False, 'contains(identified)': False, 'contains(tendencies)': False, 'contains(generalization)': False, 'contains(capital)': False, 'contains(edited)': False, 'contains(highest)': False, 'contains(junkie)': False, 'contains(chili)': False, 'contains(turboman)': False, 'contains(riddick)': False, 'contains(koppelman)': False, 'contains(unanimous)': False, 'contains(rile)': False, 'contains(kayla)': False, 'contains(interests)': False, 'contains(skyjacked)': False, 'contains(realists)': False, 'contains(sulaco)': False, 'contains(proverbs)': False, 'contains(eclipse)': False, 'contains(hassle)': False, 'contains(recalling)': False, 'contains(intersperesed)': False, 'contains(hinky)': False, 'contains(cannery)': False, 'contains(munro)': False, 'contains(twinkies)': False, 'contains(keyboard)': False, 'contains(unifying)': False, 'contains(tested)': False, 'contains(_amadeus_)': False, 'contains(bunk)': False, 'contains(honey)': False, 'contains(withholds)': False, 'contains(regrets)': False, 'contains(neo)': False, 'contains(polished)': False, 'contains(caberat)': False, 'contains(reptiles)': False, 'contains(timo)': False, 'contains(min)': False, 'contains(population)': False, 'contains(cochran)': False, 'contains(educes)': False, 'contains(deconstruction)': False, 'contains(mt)': False, 'contains(execs)': False, 'contains(tremendously)': False, 'contains(nicolet)': False, 'contains(withhold)': False, 'contains(ziyi)': False, 'contains(fatboy)': False, 'contains(duelling)': False, 'contains(terminate)': False, 'contains(toga)': False, 'contains(adultrous)': False, 'contains(carefree)': False, 'contains(salomon)': False, 'contains(decidely)': False, 'contains(leashes)': False, 'contains(circa)': False, 'contains(bujold)': False, 'contains(reteamed)': False, 'contains(rubble)': False, 'contains(engagingly)': False, 'contains(depictions)': False, 'contains(stabbing)': False, 'contains(soundstage)': False, 'contains(accentuate)': False, 'contains(_little)': False, 'contains(petrie)': False, 'contains(videotaped)': False, 'contains(export)': False, 'contains(frames)': False, 'contains(concoct)': False, 'contains(socky)': False, 'contains(a)': True, 'contains(ruffian)': False, 'contains(prospecting)': False, 'contains(elude)': False, 'contains(redux)': False, 'contains(slogan)': False, 'contains(weariness)': False, 'contains(weapons)': False, 'contains(contracting)': False, 'contains(crotchety20)': False, 'contains(separatist)': False, 'contains(fighters)': False, 'contains(filmming)': False, 'contains(portia)': False, 'contains(villain)': False, 'contains(enshrining)': False, 'contains(battering)': False, 'contains(ordeals)': False, 'contains(continually)': False, 'contains(ranking)': False, 'contains(tripplehorn)': False, 'contains(yuh)': False, 'contains(bootsy)': False, 'contains(acne)': False, 'contains(donaldson)': False, 'contains(lubricants)': False, 'contains(eroded)': False, 'contains(excessively)': False, 'contains(mia)': False, 'contains(blacks)': False, 'contains(bulky)': False, 'contains(mahem)': False, 'contains(elliott)': False, 'contains(boyhood)': False, 'contains(futility)': False, 'contains(upright)': False, 'contains(nuke)': False, 'contains(3)': False, 'contains(centennial)': False, 'contains(22)': False, 'contains(rested)': False, 'contains(notions)': False, 'contains(swim)': False, 'contains(deriding)': False, 'contains(undoubtful)': False, 'contains(opening)': False, 'contains(pits)': False, 'contains(nice)': False, 'contains(blimp)': False, 'contains(chauffeur)': False, 'contains(burnin)': False, 'contains(imitate)': False, 'contains(egotist)': False, 'contains(kidding)': False, 'contains(headhunter)': False, 'contains(teeny)': False, 'contains(loyalist)': False, 'contains(gretel)': False, 'contains(forsyth)': False, 'contains(few)': False, 'contains(atkine)': False, 'contains(uppedity)': False, 'contains(enticed)': False, 'contains(lombard)': False, 'contains(videographer)': False, 'contains(provoking)': False, 'contains(fur)': False, 'contains(unoriginal)': False, 'contains(unabashed)': False, 'contains(pennebaker)': False, 'contains(gen)': False, 'contains(separation)': False, 'contains(snorts)': False, 'contains(trinca)': False, 'contains(timed)': False, 'contains(maniacs)': False, 'contains(womantic)': False, 'contains(under)': False, 'contains(valkyries)': False, 'contains(glengarry)': False, 'contains(sketchily)': False, 'contains(5)': False, 'contains(balletic)': False, 'contains(postman)': False, 'contains(senatorial)': False, 'contains(swiss)': False, 'contains(novotny)': False, 'contains(lies)': False, 'contains(ilynea)': False, 'contains(improperly)': False, 'contains(lukewarm)': False, 'contains(orgazmo)': False, 'contains(schwartzeneggar)': False, 'contains(drying)': False, 'contains(assess)': False, 'contains(uncles)': False, 'contains(iraq)': False, 'contains(degenerates)': False, 'contains(philips)': False, 'contains(mikel)': False, 'contains(overdramaticized)': False, 'contains(arrives)': False, 'contains(double)': False, 'contains(brenneman)': False, 'contains(eyepopping)': False, 'contains(swarthy)': False, 'contains(schwarzenegger)': False, 'contains(delaney)': False, 'contains(duetting)': False, 'contains(vinegar)': False, 'contains(dano)': False, 'contains(idiocy)': False, 'contains(hobel)': False, 'contains(threatened)': False, 'contains(cooperate)': False, 'contains(cluttered)': False, 'contains(degeneration)': False, 'contains(larious)': False, 'contains(imparting)': False, 'contains(soup)': False, 'contains(precepts)': False, 'contains(norm)': False, 'contains(viscously)': False, 'contains(pego)': False, 'contains(thompson)': False, 'contains(rousing)': False, 'contains(illogical)': False, 'contains(brussels)': False, 'contains(changwei)': False, 'contains(fugees)': False, 'contains(scamp)': False, 'contains(downpour)': False, 'contains(paradox)': False, 'contains(kevin)': True, 'contains(freedom)': False, 'contains(explanations)': False, 'contains(drescher)': False, 'contains(barge)': False, 'contains(promiscuity)': False, 'contains(output)': False, 'contains(golden)': False, 'contains(tune)': False, 'contains(abrupt)': False, 'contains(rorschach)': False, 'contains(barksdale)': False, 'contains(dominated)': False, 'contains(unspool)': False, 'contains(comrade)': False, 'contains(ruse)': False, 'contains(gettin)': False, 'contains(corral)': False, 'contains(liberating)': False, 'contains(baileys)': False, 'contains(greediest)': False, 'contains(indicting)': False, 'contains(solidify)': False, 'contains(ants)': False, 'contains(constrained)': False, 'contains(demon)': False, 'contains(supermasochist)': False, 'contains(forefathers)': False, 'contains(sniper)': False, 'contains(opportunities)': False, 'contains(burnett)': False, 'contains(shimono)': False, 'contains(juicing)': False, 'contains(mindless)': False, 'contains(thuds)': False, 'contains(nosebleeds)': False, 'contains(tinseltown)': False, 'contains(kaminski)': False, 'contains(endeavored)': False, 'contains(retriever)': False, 'contains(skewers)': False, 'contains(booker)': False, 'contains(king)': False, 'contains(tuned)': False, 'contains(economic)': False, 'contains(dramatizes)': False, 'contains(brilliantly)': False, 'contains(lamaze)': False, 'contains(altogether)': False, 'contains(denied)': False, 'contains(kim)': False, 'contains(flick)': False, 'contains(professions)': False, 'contains(indulgence)': False, 'contains(effects)': False, 'contains(kio)': False, 'contains(georgina)': False, 'contains(inset)': False, 'contains(numbskulls)': False, 'contains(yard)': False, 'contains(working)': False, 'contains(geno)': False, 'contains(zaillian)': False, 'contains(marveled)': False, 'contains(fitzswalter)': False, 'contains(crust)': False, 'contains(forefront)': False, 'contains(nod)': False, 'contains(remand)': False, 'contains(representative)': False, 'contains(directoral)': False, 'contains(resurrecting)': False, 'contains(dunst)': False, 'contains(unthinking)': False, 'contains(ruffle)': False, 'contains(borrowings)': False, 'contains(killathon)': False, 'contains(indy)': False, 'contains(replaced)': False, 'contains(hashbrown)': False, 'contains(booming)': False, 'contains(dialect)': False, 'contains(yankees)': False, 'contains(hayek)': False, 'contains(spaniard)': False, 'contains(finger)': False, 'contains(mobster)': False, 'contains(shielding)': False, 'contains(colorful)': False, 'contains(scripted)': False, 'contains(dearth)': False, 'contains(mused)': False, 'contains(pronunciation)': False, 'contains(boondocks)': False, 'contains(exclusively)': False, 'contains(zombified)': False, 'contains(ivory)': False, 'contains(cubs)': False, 'contains(slammer)': False, 'contains(tiff)': False, 'contains(honoring)': False, 'contains(teri)': False, 'contains(occurrence)': False, 'contains(eerie)': False, 'contains(wade)': False, 'contains(lip)': False, 'contains(procreation)': False, 'contains(storytellers)': False, 'contains(accompanying)': False, 'contains(rhys)': False, 'contains(eqypt)': False, 'contains(favors)': False, 'contains(onatopp)': False, 'contains(kristopherson)': False, 'contains(footsteps)': False, 'contains(utilized)': False, 'contains(papaya)': False, 'contains(splendid)': False, 'contains(wildest)': False, 'contains(halicki)': False, 'contains(overpraise)': False, 'contains(animals)': False, 'contains(lela)': False, 'contains(rum)': False, 'contains(cables)': False, 'contains(prodigal)': False, 'contains(leoni)': False, 'contains(assitance)': False, 'contains(unveils)': False, 'contains(edward)': False, 'contains(thereby)': False, 'contains(obsess)': False, 'contains(cinque)': False, 'contains(mimicking)': False, 'contains(incubator)': False, 'contains(sympathies)': False, 'contains(blitz)': False, 'contains(ulee)': False, 'contains(downing)': False, 'contains(endowment)': False, 'contains(cole)': False, 'contains(stoic)': False, 'contains(lise)': False, 'contains(ensnare)': False, 'contains(consent)': False, 'contains(prosaic)': False, 'contains(organization)': False, 'contains(benton)': False, 'contains(spoon)': False, 'contains(marginalized)': False, 'contains(trash)': False, 'contains(solitude)': False, 'contains(manly)': False, 'contains(violates)': False, 'contains(leep)': False, 'contains(toghether)': False, 'contains(abhorrence)': False, 'contains(sessue)': False, 'contains(users)': False, 'contains(ruby)': False, 'contains(angus)': False, 'contains(specimens)': False, 'contains(recognise)': False, 'contains(plastics)': False, 'contains(scotsman)': False, 'contains(commentaries)': False, 'contains(communicate)': False, 'contains(treetop)': False, 'contains(karaoke)': False, 'contains(semblance)': False, 'contains(davidzt)': False, 'contains(sheltering)': False, 'contains(splendor)': False, 'contains(begrudgingly)': False, 'contains(nuttiness)': False, 'contains(shuttle)': False, 'contains(cybil)': False, 'contains(entanglements)': False, 'contains(phillotson)': False, 'contains(frenzied)': False, 'contains(commanding)': False, 'contains(prescription)': False, 'contains(gargantuan)': False, 'contains(brien)': False, 'contains(reich)': False, 'contains(grant)': False, 'contains(mainstay)': False, 'contains(1949)': False, 'contains(fiberglass)': False, 'contains(savior)': False, 'contains(likewise)': False, 'contains(burnhams)': False, 'contains(wielded)': False, 'contains(lug)': False, 'contains(nodded)': False, 'contains(telegraph)': False, 'contains(wheaton)': False, 'contains(scampering)': False, 'contains(gauzy)': False, 'contains(interstellar)': False, 'contains(cabbies)': False, 'contains(plow)': False, 'contains(unarguable)': False, 'contains(ami)': False, 'contains(determinedly)': False, 'contains(gunfire)': False, 'contains(spheres)': False, 'contains(intervention)': False, 'contains(shoplifting)': False, 'contains(advise)': False, 'contains(engrossed)': False, 'contains(kilar)': False, 'contains(nescafe)': False, 'contains(hike)': False, 'contains(crews)': False, 'contains(odder)': False, 'contains(hungus)': False, 'contains(slowest)': False, 'contains(roro)': False, 'contains(spicebus)': False, 'contains(trans)': False, 'contains(wields)': False, 'contains(groundbreaking)': False, 'contains(congratulations)': False, 'contains(sexist)': False, 'contains(bomber)': False, 'contains(innappropriate)': False, 'contains(symbolises)': False, 'contains(randle)': False, 'contains(denker)': False, 'contains(unpopularity)': False, 'contains(k)': False, 'contains(kick)': False, 'contains(furnishing)': False, 'contains(conviction)': False, 'contains(processions)': False, 'contains(affectionate)': False, 'contains(wh)': False, 'contains(sentences)': False, 'contains(intrusions)': False, 'contains(mon)': False, 'contains(telepathic)': False, 'contains(rock)': False, 'contains(rard)': False, 'contains(claimed)': False, 'contains(kjv)': False, 'contains(revert)': False, 'contains(professes)': False, 'contains(\\x16)': False, 'contains(serene)': False, 'contains(comedienne)': False, 'contains(cystic)': False, 'contains(porpoise)': False, 'contains(plenty)': False, 'contains(means)': True, 'contains(snuffed)': False, 'contains(promised)': False, 'contains(believabilty)': False, 'contains(tilts)': False, 'contains(penile)': False, 'contains(residence)': False, 'contains(commences)': False, 'contains(fatal)': False, 'contains(frakes)': False, 'contains(ponytails)': False, 'contains(coax)': False, 'contains(sobol)': False, 'contains(seagal)': False, 'contains(clicked)': False, 'contains(salvador)': False, 'contains(stylings)': False, 'contains(paradiso)': False, 'contains(resound)': False, 'contains(special)': False, 'contains(gladstone)': False, 'contains(cozart)': False, 'contains(cantakerous)': False, 'contains(poirot)': False, 'contains(declares)': False, 'contains(probability)': False, 'contains(backdoors)': False, 'contains(technician)': False, 'contains(marts)': False, 'contains(blissfully)': False, 'contains(quizzical)': False, 'contains(windup)': False, 'contains(aried)': False, 'contains(heisted)': False, 'contains(potion)': False, 'contains(appendages)': False, 'contains(pipeline)': False, 'contains(stupider)': False, 'contains(mindel)': False, 'contains(bottles)': False, 'contains(morphing)': False, 'contains(invisibility)': False, 'contains(directionless)': False, 'contains(branagh)': False, 'contains(cheesiness)': False, 'contains(34)': False, 'contains(nick)': False, 'contains(sequal)': False, 'contains(gilbert)': False, 'contains(trenchcoat)': False, 'contains(sordidness)': False, 'contains(shogun)': False, 'contains(ellen)': False, 'contains(lars)': False, 'contains(unbuttoning)': False, 'contains(heart)': False, 'contains(prehistory)': False, 'contains(morquio)': False, 'contains(suspects)': False, 'contains(storage)': False, 'contains(followup)': False, 'contains(demoralised)': False, 'contains(30)': False, 'contains(lebanese)': False, 'contains(used)': True, 'contains(disappointing)': False, 'contains(dumbed)': False, 'contains(conceit)': False, 'contains(exodus)': False, 'contains(recur)': False, 'contains(obtained)': False, 'contains(shrink)': False, 'contains(verdell)': False, 'contains(hockley)': False, 'contains(mum)': False, 'contains(fending)': False, 'contains(montero)': False, 'contains(inversion)': False, 'contains(train)': True, 'contains(diverting)': False, 'contains(virginal)': False, 'contains(worthy)': False, 'contains(remorseful)': False, 'contains(cholera)': False, 'contains(hearted)': False, 'contains(tiresome)': False, 'contains(danza)': False, 'contains(hana)': False, 'contains(mcdonalds)': False, 'contains(purred)': False, 'contains(preciously)': False, 'contains(necessity)': False, 'contains(nukes)': False, 'contains(nicotine)': False, 'contains(bridgette)': False, 'contains(persian)': False, 'contains(november)': False, 'contains(selflessly)': False, 'contains(holzbog)': False, 'contains(voodoo)': False, 'contains(danna)': False, 'contains(misjudgment)': False, 'contains(kidnaper)': False, 'contains(show_)': False, 'contains(narrating)': False, 'contains(powerhouse)': False, 'contains(lamely)': False, 'contains(murky)': False, 'contains(suprisingly)': False, 'contains(rosy)': False, 'contains(costumer)': False, 'contains(rewarded)': False, 'contains(suschitzky)': False, 'contains(puny)': False, 'contains(bend)': False, 'contains(lunatic)': False, 'contains(genesis)': False, 'contains(newark)': False, 'contains(tacked)': False, 'contains(unrest)': False, 'contains(gillian)': False, 'contains(nitro)': False, 'contains(maccormack)': False, 'contains(peril)': False, 'contains(cart)': False, 'contains(parallax)': False, 'contains(trace)': False, 'contains(alfonso)': False, 'contains(homophobic)': False, 'contains(shavenness)': False, 'contains(cats)': False, 'contains(earshot)': False, 'contains(febrile)': False, 'contains(unfolding)': False, 'contains(restlessness)': False, 'contains(bursting)': False, 'contains(messier)': False, 'contains(entrails)': False, 'contains(crassly)': False, 'contains(encompasses)': False, 'contains(skipp)': False, 'contains(conversations)': False, 'contains(found)': False, 'contains(cuban)': False, 'contains(dornacker)': False, 'contains(offered)': False, 'contains(medley)': False, 'contains(6th)': False, 'contains(ulcers)': False, 'contains(dab)': False, 'contains(newsradio)': False, 'contains(puccini)': False, 'contains(steppes)': False, 'contains(kind)': True, 'contains(contractually)': False, 'contains(attitudes)': False, 'contains(stoddard)': False, 'contains(boathouse)': False, 'contains(respective)': False, 'contains(guanglan)': False, 'contains(brassy)': False, 'contains(stinking)': False, 'contains(westerns)': False, 'contains(flashes)': False, 'contains(frothing)': False, 'contains(bucks)': False, 'contains(whoopi)': False, 'contains(subjected)': False, 'contains(sargent)': False, 'contains(slain)': False, 'contains(koran)': False, 'contains(irishfolk)': False, 'contains(concordia)': False, 'contains(stale)': False, 'contains(looooot)': False, 'contains(nuseric)': False, 'contains(gates)': False, 'contains(2th)': False, 'contains(tosses)': False, 'contains(thoughtless)': False, 'contains(mad)': False, 'contains(newmar)': False, 'contains(heaps)': False, 'contains(bandaras)': False, 'contains(blume)': False, 'contains(overcooked)': False, 'contains(stendahl)': False, 'contains(nurses)': False, 'contains(smile)': False, 'contains(soundman)': False, 'contains(upstairs)': False, 'contains(rushed)': False, 'contains(cheetah)': False, 'contains(pornography)': False, 'contains(improvised)': False, 'contains(quintano)': False, 'contains(fastidious)': False, 'contains(afire)': False, 'contains(chronology)': False, 'contains(selena)': False, 'contains(elasped)': False, 'contains(ruin)': False, 'contains(renewing)': False, 'contains(eyed)': False, 'contains(machete)': False, 'contains(shrubs)': False, 'contains(loitered)': False, 'contains(fancy)': False, 'contains(phone)': False, 'contains(underscored)': False, 'contains(duh)': False, 'contains(glancing)': False, 'contains(matrix)': False, 'contains(scratch)': False, 'contains(recapture)': False, 'contains(unbiased)': False, 'contains(hiave)': False, 'contains(miscasting)': False, 'contains(accentuating)': False, 'contains(chevalier)': False, 'contains(yelchin)': False, 'contains(brightest)': False, 'contains(vulnerable)': False, 'contains(mug)': False, 'contains(thugs)': False, 'contains(tightfitting)': False, 'contains(doubly)': False, 'contains(senile)': False, 'contains(beastuality)': False, 'contains(yikes)': False, 'contains(adaptable)': False, 'contains(humiliated)': False, 'contains(signature)': False, 'contains(unofficial)': False, 'contains(plights)': False, 'contains(adepts)': True, 'contains(payload)': False, 'contains(rebbe)': False, 'contains(bounced)': False, 'contains(meany)': False, 'contains(barn)': False, 'contains(jermaine)': False, 'contains(-----)': False, 'contains(pornographers)': False, 'contains(freshen)': False, 'contains(castleton)': False, 'contains(adeptly)': False, 'contains(anyway)': False, 'contains(pitching)': False, 'contains(vota)': False, 'contains(paternalistic)': False, 'contains(kat)': False, 'contains(gambled)': False, 'contains(preacher)': False, 'contains(incompatible)': False, 'contains(invests)': False, 'contains(tad)': True, 'contains(klose)': False, 'contains(backers)': False, 'contains(xtc)': False, 'contains(prophet)': False, 'contains(grease)': False, 'contains(personalities)': False, 'contains(monstrously)': False, 'contains(contaminated)': False, 'contains(swashbuckling)': False, 'contains(symbolism)': False, 'contains(161)': False, 'contains(pro)': False, 'contains(quotation)': False, 'contains(introverted)': False, 'contains(playmate)': False, 'contains(luhrmann)': False, 'contains(seat)': False, 'contains(guarding)': False, 'contains(batch)': False, 'contains(vibrancy)': False, 'contains(pal)': False, 'contains(skimp)': False, 'contains(glop)': False, 'contains(choppy)': False, 'contains(suspensful)': False, 'contains(developed)': False, 'contains(henslowe)': False, 'contains(empires)': False, 'contains(ring)': False, 'contains(spoil)': False, 'contains(netted)': False, 'contains(thulin)': False, 'contains(johnathon)': False, 'contains(smoked)': False, 'contains(punctuating)': False, 'contains(backstreet)': False, 'contains(scheduling)': False, 'contains(izzard)': False, 'contains(dutch)': False, 'contains(pilion)': False, 'contains(everyman)': False, 'contains(50000)': False, 'contains(curtin)': False, 'contains(dino)': False, 'contains(vampires)': False, 'contains(omens)': False, 'contains(tugs)': False, 'contains(filby)': False, 'contains(coolness)': False, 'contains(winds)': False, 'contains(greenpeace)': False, 'contains(phoenix)': False, 'contains(bohemia)': False, 'contains(hauer)': False, 'contains(suffers)': False, 'contains(mand)': False, 'contains(standup)': False, 'contains(unfulfilled)': False, 'contains(shampoo)': False, 'contains(advertisements)': False, 'contains(cow)': False, 'contains(gunned)': False, 'contains(infact)': False, 'contains(borgnine)': False, 'contains(fembots)': False, 'contains(73)': False, 'contains(finishes)': False, 'contains(dream)': False, 'contains(baggy)': False, 'contains(president)': False, 'contains(archaic)': False, 'contains(rapping)': False, 'contains(igor)': False, 'contains(taste)': False, 'contains(rest)': False, 'contains(cams)': False, 'contains(popeye)': False, 'contains(peebles)': False, 'contains(ephron)': False, 'contains(fete)': False, 'contains(reads)': False, 'contains(harding)': False, 'contains(greenleaf)': False, 'contains(foible)': False, 'contains(originated)': False, 'contains(charizard)': False, 'contains(peculiarities)': False, 'contains(hunchback)': False, 'contains(jason)': False, 'contains(incorrectly)': False, 'contains(roache)': False, 'contains(sentence)': False, 'contains(glitches)': False, 'contains(olenska)': False, 'contains(chiding)': False, 'contains(carves)': False, 'contains(ferries)': False, 'contains(proof)': False, 'contains(sloppiest)': False, 'contains(rabid)': False, 'contains(squeak)': False, 'contains(courtroom)': False, 'contains(reef)': False, 'contains(accommodations)': False, 'contains(condescending)': False, 'contains(chokes)': False, 'contains(alotta)': False, 'contains(gobbling)': False, 'contains(confection)': False, 'contains(dreamworld)': False, 'contains(sensibility)': False, 'contains(dispelled)': False, 'contains(grouchy)': False, 'contains(sharp)': False, 'contains(correctly)': False, 'contains(superhero)': False, 'contains(safety)': False, 'contains(sync)': False, 'contains(tying)': False, 'contains(tabio)': False, 'contains(_life)': False, 'contains(pictured)': False, 'contains(unwavering)': False, 'contains(pyramid)': False, 'contains(sacrifice)': False, 'contains(composer)': False, 'contains(muscles)': False, 'contains(gorgeous)': False, 'contains(chemisty)': False, 'contains(mohr)': False, 'contains(combing)': False, 'contains(delighting)': False, 'contains(oneself)': False, 'contains(started)': False, 'contains(nonexistant)': False, 'contains(shocks)': False, 'contains(drool)': False, 'contains(meatloaf)': False, 'contains(margulies)': False, 'contains(storefront)': False, 'contains(well)': True, 'contains(launderer)': False, 'contains(pickings)': False, 'contains(tainted)': False, 'contains(ins)': False, 'contains(existential)': False, 'contains(hours)': False, 'contains(tanktops)': False, 'contains(bind)': False, 'contains(yielded)': False, 'contains(decayed)': False, 'contains(stupid)': False, 'contains(_some_)': False, 'contains(darnedness)': False, 'contains(bystander)': False, 'contains(shannen)': False, 'contains(no)': False, 'contains(degraded)': False, 'contains(warren)': False, 'contains(glide)': False, 'contains(rejuvenate)': False, 'contains(frontman)': False, 'contains(mischevious)': False, 'contains(unfitting)': False, 'contains(berle)': False, 'contains(veritable)': False, 'contains(overbearing)': False, 'contains(radmar)': False, 'contains(cleopatra)': False, 'contains(dwayne)': False, 'contains(62)': False, 'contains(matrons)': False, 'contains(gays)': False, 'contains(betting)': False, 'contains(lovemaker)': False, 'contains(reknown)': False, 'contains(lighter)': False, 'contains(devastation)': False, 'contains(kingpin)': False, 'contains(starships)': False, 'contains(unnoticed)': False, 'contains(cypher)': False, 'contains(mite)': False, 'contains(governing)': False, 'contains(hide)': False, 'contains(unfunny)': False, 'contains(takeshi)': False, 'contains(financial)': False, 'contains(inner)': False, 'contains(tuxedo)': False, 'contains(electrically)': False, 'contains(measureable)': False, 'contains(rejoin)': False, 'contains(surviving)': False, 'contains(construed)': False, 'contains(shriek)': False, 'contains(deepening)': False, 'contains(guilt)': False, 'contains(wither)': False, 'contains(viewed)': False, 'contains(wise)': False, 'contains(backwards)': False, 'contains(whereby)': False, 'contains(britton)': False, 'contains(haughty)': False, 'contains(prodded)': False, 'contains(gender)': False, 'contains(crystal)': False, 'contains(samuel)': False, 'contains(slyly)': False, 'contains(waystation)': False, 'contains(nesting)': False, 'contains(copulation)': False, 'contains(antonioni)': False, 'contains(etymology)': False, 'contains(disection)': False, 'contains(swann)': False, 'contains(thirteen)': False, 'contains(bones)': False, 'contains(missy)': False, 'contains(showgirls)': False, 'contains(speed)': False, 'contains(russia)': False, 'contains(1974)': False, 'contains(infiltrated)': False, 'contains(assination)': False, 'contains(jonze)': False, 'contains(hills)': False, 'contains(thora)': False, 'contains(guru)': False, 'contains(pathologically)': False, 'contains(urine)': False, 'contains(afeminite)': False, 'contains(bankroll)': False, 'contains(preempt)': False, 'contains(tourfilm)': False, 'contains(israeli)': False, 'contains(starship)': False, 'contains(eschew)': False, 'contains(swanky)': False, 'contains(asswhole)': False, 'contains(stu)': False, 'contains(_four_)': False, 'contains(fairies)': False, 'contains(thankless)': False, 'contains(foundering)': False, 'contains(decreed)': False, 'contains(animality)': False, 'contains(importance)': False, 'contains(rodmilla)': False, 'contains(menu)': False, 'contains(cultish)': False, 'contains(abusing)': False, 'contains(adventure)': False, 'contains(ancestors)': False, 'contains(fleeting)': False, 'contains(seriousness)': False, 'contains(shagwell)': False, 'contains(rig)': False, 'contains(hayes)': False, 'contains(maugham)': False, 'contains(polaroid)': False, 'contains(blitzstein)': False, 'contains(or)': False, 'contains(recites)': False, 'contains(intellectualized)': False, 'contains(grating)': False, 'contains(pisani)': False, 'contains(mamma)': False, 'contains(discloses)': False, 'contains(surmise)': False, 'contains(differ)': False, 'contains(rearing)': False, 'contains(alexandra)': False, 'contains(inflicting)': False, 'contains(source)': False, 'contains(burstyn)': False, 'contains(expire)': False, 'contains(ambitiously)': False, 'contains(phoned)': False, 'contains(paunchy)': False, 'contains(surrounded)': False, 'contains(parenthetically)': False, 'contains(ws)': False, 'contains(upmore)': False, 'contains(letter)': False, 'contains(palitaliano)': False, 'contains(branched)': False, 'contains(smolder)': False, 'contains(outrageous)': False, 'contains(inescapable)': False, 'contains(reminisce)': False, 'contains(platinum)': False, 'contains(amnesia)': False, 'contains(incredulously)': False, 'contains(fundamental)': False, 'contains(railway)': False, 'contains(anderson)': False, 'contains(hyde)': False, 'contains(sagemiller)': False, 'contains(content)': False, 'contains(priam)': False, 'contains(philander)': False, 'contains(carnival)': False, 'contains(transcend)': False, 'contains(seashell)': False, 'contains(jekyll)': False, 'contains(shire)': False, 'contains(trendiness)': False, 'contains(theirs)': False, 'contains(louuuudd)': False, 'contains(hodge)': False, 'contains(sagebrush)': False, 'contains(diego)': False, 'contains(glib)': False, 'contains(coppolas)': False, 'contains(nightmarishly)': False, 'contains(nailed)': False, 'contains(disorientation)': False, 'contains(headlights)': False, 'contains(startup)': False, 'contains(genome)': False, 'contains(patrol)': False, 'contains(hesitate)': False, 'contains(cuss)': False, 'contains(intrepid)': False, 'contains(wherewithal)': False, 'contains(universality)': False, 'contains(reduction)': False, 'contains(drawn)': False, 'contains(manufactured)': False, 'contains(frontals)': False, 'contains(emerald)': False, 'contains(happens)': False, 'contains(overdose)': False, 'contains(closing)': False, 'contains(baylor)': False, 'contains(chalkboard)': False, 'contains(reenlists)': False, 'contains(countess)': False, 'contains(launch)': False, 'contains(funniest)': False, 'contains(adopted)': False, 'contains(plotwise)': False, 'contains(metamorphoses)': False, 'contains(chapters)': False, 'contains(indicated)': False, 'contains(serpents)': False, 'contains(returned)': False, 'contains(musn)': False, 'contains(flabby)': False, 'contains(rambunctious)': False, 'contains(abortionist)': False, 'contains(vegetables)': False, 'contains(macbeth)': False, 'contains(droves)': False, 'contains(competitive)': False, 'contains(afoul)': False, 'contains(corporations)': False, 'contains(sideswipes)': False, 'contains(sunlit)': False, 'contains(stately)': False, 'contains(notoriously)': False, 'contains(eastwick)': False, 'contains(passes)': False, 'contains(cutout)': False, 'contains(avi)': False, 'contains(rattlesnakes)': False, 'contains(smut)': False, 'contains(losely)': False, 'contains(skill)': False, 'contains(dunne)': False, 'contains(discipline)': False, 'contains(scientologists)': False, 'contains(depression)': False, 'contains(flourishes)': False, 'contains(refined)': False, 'contains(spontaneity)': False, 'contains(flutist)': False, 'contains(array)': False, 'contains(emphasizing)': False, 'contains(presence)': False, 'contains(boxes)': False, 'contains(grossed)': False, 'contains(plying)': False, 'contains(granting)': False, 'contains(solve)': False, 'contains(distinctions)': False, 'contains(suits)': False, 'contains(adams)': False, 'contains(boring)': False, 'contains(connoisseurs)': False, 'contains(stylishness)': False, 'contains(rivaled)': False, 'contains(tamora)': False, 'contains(unreleased)': False, 'contains(rebuffs)': False, 'contains(occasional)': False, 'contains(nervousness)': False, 'contains(spanking)': False, 'contains(burley)': False, 'contains(surfaces)': False, 'contains(gap)': False, 'contains(smirkiest)': False, 'contains(stocks)': False, 'contains(altercations)': False, 'contains(feurerstein)': False, 'contains(palms)': False, 'contains(consequently)': False, 'contains(soliloquies)': False, 'contains(bigtime)': False, 'contains(computer)': False, 'contains(greenwald)': False, 'contains(till)': False, 'contains(fathers)': False, 'contains(whirls)': False, 'contains(grrrl)': False, 'contains(james)': False, 'contains(bombarding)': False, 'contains(hipsters)': False, 'contains(glad)': False, 'contains(perfects)': False, 'contains(mobsters)': False, 'contains(prick)': False, 'contains(consigned)': False, 'contains(omnivorous)': False, 'contains(question)': False, 'contains(seale)': False, 'contains(surge)': False, 'contains(bedrooms)': False, 'contains(disgraceful)': False, 'contains(diet)': False, 'contains(humanoid)': False, 'contains(repelling)': False, 'contains(iconic)': False, 'contains(faa)': False, 'contains(701)': False, 'contains(shut)': False, 'contains(england)': False, 'contains(honking)': False, 'contains(ideals)': False, 'contains(pentathol)': False, 'contains(eaddress)': False, 'contains(vaulerble)': False, 'contains(fantasise)': False, 'contains(thinking)': False, 'contains(overemphasizing)': False, 'contains(forces)': False, 'contains(rewarding)': False, 'contains(snort)': False, 'contains(emo)': False, 'contains(peterson)': False, 'contains(obnoxious)': False, 'contains(rooted)': False, 'contains(psychotic)': False, 'contains(heald)': False, 'contains(wagered)': False, 'contains(diffusing)': False, 'contains(irritating)': False, 'contains(responded)': False, 'contains(moviegoers)': False, 'contains(macallister)': False, 'contains(steve)': False, 'contains(selecting)': False, 'contains(conciousness)': False, 'contains(channels)': False, 'contains(concealed)': False, 'contains(whack)': False, 'contains(babaloo)': False, 'contains(knothole)': False, 'contains(eliminate)': False, 'contains(petri)': False, 'contains(hilly)': False, 'contains(party)': False, 'contains(explores)': False, 'contains(scouting)': False, 'contains(wheezy)': False, 'contains(jabbing)': False, 'contains(marsellus)': False, 'contains(conventions)': False, 'contains(panthers)': False, 'contains(typos)': False, 'contains(loeb)': False, 'contains(proven)': False, 'contains(vulgarity)': False, 'contains(sibling)': False, 'contains(chong)': False, 'contains(blemheim)': False, 'contains(criticising)': False, 'contains(paola)': False, 'contains(human)': False, 'contains(melvon)': False, 'contains(titanium)': False, 'contains(devlish)': False, 'contains(hilarous)': False, 'contains(survivor)': False, 'contains(novice)': False, 'contains(yielding)': False, 'contains(hysteria)': False, 'contains(speculation)': False, 'contains(frankenstein)': False, 'contains(purest)': False, 'contains(uh)': False, 'contains(writerly)': False, 'contains(elaboration)': False, 'contains(paints)': False, 'contains(lampooned)': False, 'contains(klugman)': False, 'contains(pulman)': False, 'contains(treacly)': False, 'contains(planet)': False, 'contains(disappeared)': False, 'contains(curmudgeonly)': False, 'contains(zaniness)': False, 'contains(awaiting)': False, 'contains(molesters)': False, 'contains(compartments)': False, 'contains(yuji)': False, 'contains(confounding)': False, 'contains(nerve)': False, 'contains(hoses)': False, 'contains(goofily)': False, 'contains(sillyness)': False, 'contains(neice)': False, 'contains(proclaims)': False, 'contains(squaddie)': False, 'contains(stress)': False, 'contains(bumped)': False, 'contains(performed)': False, 'contains(fidget)': False, 'contains(tastes)': False, 'contains(shelmikedmu)': False, 'contains(anacondas)': False, 'contains(unrelated)': False, 'contains(kwietniowski)': False, 'contains(idolize)': False, 'contains(evelyne)': False, 'contains(quote)': False, 'contains(dreadlocks)': False, 'contains(metallic)': False, 'contains(speer)': False, 'contains(exteriors)': False, 'contains(decorated)': False, 'contains(suns)': False, 'contains(bestow)': False, 'contains(herding)': False, 'contains(schneider)': False, 'contains(berendt)': False, 'contains(relents)': False, 'contains(pacha)': False, 'contains(extemely)': False, 'contains(abiility)': False, 'contains(_anything_)': False, 'contains(differences)': False, 'contains(telecommunicative)': False, 'contains(camp)': False, 'contains(viewer)': False, 'contains(stocked)': False, 'contains(planner)': False, 'contains(producers)': False, 'contains(shortcoming)': False, 'contains(lunchmeat)': False, 'contains(declarations)': False, 'contains(empathy)': False, 'contains(nutrition)': False, 'contains(uncreative)': False, 'contains(insult)': False, 'contains(breathless)': False, 'contains(genetic)': False, 'contains(examine)': False, 'contains(signifcance)': False, 'contains(revitalized)': False, 'contains(acquitted)': False, 'contains(virtually)': False, 'contains(definitly)': False, 'contains(deathblows)': False, 'contains(placements)': False, 'contains(benjamin)': False, 'contains(merian)': False, 'contains(chris)': False, 'contains(flirtatiously)': False, 'contains(3465)': False, 'contains(sorcerer)': False, 'contains(tricked)': False, 'contains(1793)': False, 'contains(proposing)': False, 'contains(glances)': False, 'contains(barrie)': False, 'contains(explicitly)': False, 'contains(_quite_)': False, 'contains(ling)': False, 'contains(chewbacca)': False, 'contains(madeleine)': False, 'contains(chunks)': False, 'contains(references)': False, 'contains(tag)': False, 'contains(ridiculousy)': False, 'contains(stavros)': False, 'contains(_all_)': False, 'contains(winfield)': False, 'contains(students)': False, 'contains(allowed)': False, 'contains(absence)': False, 'contains(beckwith)': False, 'contains(stomach)': False, 'contains(folded)': False, 'contains(bootstraps)': False, 'contains(misgivings)': False, 'contains(trippy)': False, 'contains(skilled)': False, 'contains(emotional)': False, 'contains(celestial)': False, 'contains(desi)': False, 'contains(corporeal)': False, 'contains(undeterring)': False, 'contains(taps)': False, 'contains(etchings)': False, 'contains(materialism)': False, 'contains(um)': False, 'contains(brendan)': False, 'contains(errupts)': False, 'contains(depressant)': False, 'contains(evaluated)': False, 'contains(culp)': False, 'contains(ments)': False, 'contains(opportunity)': False, 'contains(leaving)': False, 'contains(tantoo)': False, 'contains(sprites)': False, 'contains(pall)': False, 'contains(mi)': False, 'contains(early)': True, 'contains(bedmates)': False, 'contains(weaken)': False, 'contains(lillianna)': False, 'contains(defensive)': False, 'contains(defying)': False, 'contains(loudest)': False, 'contains(kissed)': False, 'contains(agnes)': False, 'contains(lewton)': False, 'contains(immature)': False, 'contains(rehash)': False, 'contains(modeled)': False, 'contains(illicit)': False, 'contains(chivalrously)': False, 'contains(dissolved)': False, 'contains(unashamedly)': False, 'contains(jade)': False, 'contains(nadja)': False, 'contains(frickin)': False, 'contains(sheen)': False, 'contains(mckellan)': False, 'contains(pillage)': False, 'contains(issues)': False, 'contains(ivy)': False, 'contains(maples)': False, 'contains(kronk)': False, 'contains(today)': True, 'contains(blows)': False, 'contains(neilsen)': False, 'contains(wavering)': False, 'contains(scuba)': False, 'contains(iceberg)': False, 'contains(wants)': False, 'contains(curtis)': False, 'contains(temporarily)': False, 'contains(frowns)': False, 'contains(spars)': False, 'contains(gambols)': False, 'contains(seminude)': False, 'contains(ontop)': False, 'contains(marksman)': False, 'contains(fed)': False, 'contains(wagner)': False, 'contains(massacre)': False, 'contains(teague)': False, 'contains(baker)': False, 'contains(superdemon)': False, 'contains(jingle)': False, 'contains(forementioned)': False, 'contains(piecing)': False, 'contains(dismay)': False, 'contains(softness)': False, 'contains(europop)': False, 'contains(unwillingly)': False, 'contains(delmar)': False, 'contains(sinful)': False, 'contains(xmas)': False, 'contains(howdy)': False, 'contains(bps)': False, 'contains(type)': False, 'contains(grasps)': False, 'contains(epsode)': False, 'contains(tow)': False, 'contains(coast)': True, 'contains(kibbe)': False, 'contains(debauchery)': False, 'contains(attending)': False, 'contains(composed)': False, 'contains(beau)': False, 'contains(attracting)': False, 'contains(wiccan)': False, 'contains(void)': False, 'contains(mistaken)': False, 'contains(profiling)': False, 'contains(mistake)': False, 'contains(ewan)': False, 'contains(yerzy)': False, 'contains(olga)': False, 'contains(depleted)': False, 'contains(fancy_)': False, 'contains(sab)': False, 'contains(9)': False, 'contains(sapping)': False, 'contains(scoffs)': False, 'contains(tunnels)': False, 'contains(russ)': False, 'contains(shacking)': False, 'contains(_william_shakespeare)': False, 'contains(reservations)': False, 'contains(tinkering)': False, 'contains(1958)': False, 'contains(uncritical)': False, 'contains(aristocrat)': False, 'contains(dawkins)': False, 'contains(faithfully)': False, 'contains(mosey)': False, 'contains(doren)': False, 'contains(bands)': False, 'contains(sammy)': False, 'contains(weasel)': False, 'contains(rolled)': False, 'contains(hohh)': False, 'contains(lecherous)': False, 'contains(yanking)': False, 'contains(artangnan)': False, 'contains(uninhabited)': False, 'contains(loop)': False, 'contains(protagonists)': False, 'contains(id4)': False, 'contains(dries)': False, 'contains(siegfried)': False, 'contains(beelzebub)': False, 'contains(reticent)': False, 'contains(convictions)': False, 'contains(aircraft)': False, 'contains(biao)': False, 'contains(captivate)': False, 'contains(sell)': False, 'contains(cyncial)': False, 'contains(hauls)': False, 'contains(underlings)': False, 'contains(whittled)': False, 'contains(schwinn)': False, 'contains(baigelman)': False, 'contains(transform)': False, 'contains(spooketeria)': False, 'contains(grandma)': False, 'contains(armful)': False, 'contains(heartstopping)': False, 'contains(nova)': False, 'contains(inconsistency)': False, 'contains(ish)': False, 'contains(uncorks)': False, 'contains(resolutions)': False, 'contains(affiliations)': False, 'contains(nunez)': False, 'contains(aurelien)': False, 'contains(spoof)': False, 'contains(snare)': False, 'contains(scatter)': False, 'contains(earthquake)': False, 'contains(pedal)': False, 'contains(guesses)': False, 'contains(gomer)': False, 'contains(skis)': False, 'contains(biehn)': False, 'contains(unhip)': False, 'contains(tammi)': False, 'contains(walls)': False, 'contains(skeletons)': False, 'contains(rufus)': False, 'contains(kidnapped)': False, 'contains(tastefully)': False, 'contains(backseat)': False, 'contains(kazdan)': False, 'contains(grindhouse)': False, 'contains(premium)': False, 'contains(thread)': False, 'contains(brainstorm)': False, 'contains(midgets)': False, 'contains(hauntingly)': False, 'contains(shadix)': False, 'contains(footages)': False, 'contains(pillaged)': False, 'contains(victory)': False, 'contains(facile)': False, 'contains(studs)': False, 'contains(impeachment)': False, 'contains(larisa)': False, 'contains(retaliates)': False, 'contains(ingesting)': False, 'contains(tatooed)': False, 'contains(bascially)': False, 'contains(commercials)': False, 'contains(selections)': False, 'contains(aliases)': False, 'contains(dramedy)': False, 'contains(emmy)': False, 'contains(poseurs)': False, 'contains(letter_)': False, 'contains(meshes)': False, 'contains(wilted)': False, 'contains(such)': False, 'contains(entertainingly)': False, 'contains(marginally)': False, 'contains(behaved)': False, 'contains(gameport)': False, 'contains(jima)': False, 'contains(cowrites)': False, 'contains(perform)': False, 'contains(machinery)': False, 'contains(immobile)': False, 'contains(hagen)': False, 'contains(heartwarming)': False, 'contains(hypnotist)': False, 'contains(tragically)': False, 'contains(unchristian)': False, 'contains(bass)': False, 'contains(defences)': False, 'contains(crapped)': False, 'contains(lycanthropy)': False, 'contains(relatable)': False, 'contains(actosta)': False, 'contains(peck)': False, 'contains(meeks)': False, 'contains(sting)': False, 'contains(arthur)': False, 'contains(spurts)': False, 'contains(hunters)': False, 'contains(closeup)': False, 'contains(dozens)': False, 'contains(carver)': False, 'contains(noise)': False, 'contains(blunders)': False, 'contains(baroque)': False, 'contains(immeadiate)': False, 'contains(comes)': False, 'contains(grovel)': False, 'contains(cheeky)': False, 'contains(picks)': False, 'contains(incarnate)': False, 'contains(bleeds)': False, 'contains(emphatically)': False, 'contains(streak)': False, 'contains(bewilderment)': False, 'contains(dogged)': False, 'contains(tokens)': False, 'contains(calais)': False, 'contains(dobbs)': False, 'contains(branch)': False, 'contains(opens)': False, 'contains(staining)': False, 'contains(repressed)': False, 'contains(heeled)': False, 'contains(deguerin)': False, 'contains(gotti)': False, 'contains(devises)': False, 'contains(littles)': False, 'contains(salami)': False, 'contains(1926)': False, 'contains(maelstrom)': False, 'contains(contestants)': False, 'contains(numbing)': False, 'contains(incandescent)': False, 'contains(bummed)': False, 'contains(asleep)': False, 'contains(\\x05)': False, 'contains(squalor)': False, 'contains(rainstorm)': False, 'contains(wiretaps)': False, 'contains(nixon)': False, 'contains(brood)': False, 'contains(loopiness)': False, 'contains(bunyan)': False, 'contains(nathanson)': False, 'contains(ravished)': False, 'contains(validates)': False, 'contains(disarming)': False, 'contains(flaus)': False, 'contains(mancini)': False, 'contains(sophisticated)': True, 'contains(hypnotism)': False, 'contains(inn)': False, 'contains(tigher)': False, 'contains(restrain)': False, 'contains(stumbled)': False, 'contains(sightings)': False, 'contains(legendary)': False, 'contains(noticably)': False, 'contains(gathered)': False, 'contains(kremp)': False, 'contains(circuitry)': False, 'contains(delusion)': False, 'contains(mesh)': False, 'contains(uluru)': False, 'contains(contradict)': False, 'contains(sends)': False, 'contains(my)': False, 'contains(damsel)': False, 'contains(bureau)': False, 'contains(stranded)': False, 'contains(treasured)': False, 'contains(butchers)': False, 'contains(previous)': False, 'contains(listened)': False, 'contains(leeches)': False, 'contains(regenerated)': False, 'contains(vols)': False, 'contains(mandible)': False, 'contains(gekko)': False, 'contains(ridiculity)': False, 'contains(maintains)': False, 'contains(filming)': False, 'contains(newsreel)': False, 'contains(bandanna)': False, 'contains(heavens)': False, 'contains(lundgren)': False, 'contains(spooks)': False, 'contains(woodman)': False, 'contains(fundraiser)': False, 'contains(simplest)': False, 'contains(transplanted)': False, 'contains(gotta)': False, 'contains(aspect)': False, 'contains(flatuence)': False, 'contains(mamoru)': False, 'contains(24th)': False, 'contains(multihued)': False, 'contains(saturating)': False, 'contains(bats)': False, 'contains(hitters)': False, 'contains(submerge)': False, 'contains(reproduce)': False, 'contains(wolves)': False, 'contains(disracting)': False, 'contains(unbelief)': False, 'contains(undercover)': True, 'contains(interrogation)': False, 'contains(seth)': False, 'contains(saga)': False, 'contains(balinski)': False, 'contains(taks)': False, 'contains(sidebars)': False, 'contains(diva)': False, 'contains(tactful)': False, 'contains(dynamo)': False, 'contains(betraying)': False, 'contains(pistols)': False, 'contains(amidala)': False, 'contains(prix)': False, 'contains(95s)': False, 'contains(silverware)': False, 'contains(coco)': False, 'contains(})': False, 'contains(bonneville)': False, 'contains(sweetly)': False, 'contains(stendhal)': False, 'contains(zeroing)': False, 'contains(walking)': False, 'contains(thorougly)': False, 'contains(ottis)': False, 'contains(comparison)': False, 'contains(headley)': False, 'contains(_air_force_one_)': False, 'contains(fantasia)': False, 'contains(patriarch)': False, 'contains(turntables)': False, 'contains(burger)': True, 'contains(snarf)': False, 'contains(crappiness)': False, 'contains(volleyball)': False, 'contains(bombers)': False, 'contains(workaday)': False, 'contains(out)': True, 'contains(badalamenti)': False, 'contains(profs)': False, 'contains(scented)': False, 'contains(godzila)': False, 'contains(attention)': False, 'contains(suntee)': False, 'contains(toontown)': False, 'contains(paramedic)': False, 'contains(ethan)': False, 'contains(famke)': False, 'contains(katrin)': False, 'contains(leonetti)': False, 'contains(zimmely)': False, 'contains(sad)': False, 'contains(21)': False, 'contains(distractedness)': False, 'contains(psych)': False, 'contains(errand)': False, 'contains(ibsen)': False, 'contains(mustang)': False, 'contains(tends)': False, 'contains(whereupon)': False, 'contains(ego)': False, 'contains(tobacco)': False, 'contains(reinvigorated)': False, 'contains(unattended)': False, 'contains(souls)': False, 'contains(terrorize)': False, 'contains(accolades)': False, 'contains(survey)': False, 'contains(witnessing)': False, 'contains(luxury)': False, 'contains(larceny)': False, 'contains(sessions)': False, 'contains(shrinking)': False, 'contains(domineering)': False, 'contains(vivacious)': False, 'contains(gales)': False, 'contains(14)': False, 'contains(prejudice)': False, 'contains(demonically)': False, 'contains(stereoscopic)': False, 'contains(unearths)': False, 'contains(unappealing)': False, 'contains(ibenez)': False, 'contains(edina)': False, 'contains(emotive)': False, 'contains(empathise)': False, 'contains(ain)': False, 'contains(charades)': False, 'contains(smith)': False, 'contains(occurs)': False, 'contains(submission)': False, 'contains(invigorate)': False, 'contains(deus)': False, 'contains(kilgore)': False, 'contains(telegraphed)': False, 'contains(gradeschooler)': False, 'contains(bureaucratic)': False, 'contains(toneless)': False, 'contains(marvin)': False, 'contains(lifeline)': False, 'contains(contextual)': False, 'contains(observing)': False, 'contains(ferretti)': False, 'contains(divide)': False, 'contains(extrapolation)': False, 'contains(pigeonholed)': False, 'contains(geri)': False, 'contains(mastering)': False, 'contains(pleading)': False, 'contains(compendium)': False, 'contains(jugular)': False, 'contains(scorese)': False, 'contains(manifestations)': False, 'contains(sensational)': False, 'contains(intonation)': False, 'contains(renting)': False, 'contains(applaud)': False, 'contains(conceptualization)': False, 'contains(louie)': False, 'contains(rimbaud)': False, 'contains(disjointedness)': False, 'contains(soprana)': False, 'contains(showmanship)': False, 'contains(minisub)': False, 'contains(caned)': False, 'contains(bricks)': False, 'contains(delroy)': False, 'contains(respects)': False, 'contains(alzhiemer)': False, 'contains(fix)': False, 'contains(numbed)': False, 'contains(opposed)': False, 'contains(like)': True, 'contains(lynched)': False, 'contains(grisham)': False, 'contains(gooders)': False, 'contains(walhberg)': False, 'contains(interim)': False, 'contains(possessing)': False, 'contains(intertwines)': False, 'contains(wasps)': False, 'contains(sums)': False, 'contains(invasive)': False, 'contains(strategy)': False, 'contains(hart)': False, 'contains(jeremy)': False, 'contains(outweighs)': False, 'contains(problematically)': False, 'contains(styling)': False, 'contains(lore)': False, 'contains(deeply)': False, 'contains(angered)': False, 'contains(streaking)': False, 'contains(backwords)': False, 'contains(highway)': False, 'contains(capriciously)': False, 'contains(stephanopolus)': False, 'contains(mondays)': False, 'contains(effective)': False, 'contains(cooly)': False, 'contains(torture)': False, 'contains(doctored)': False, 'contains(krumholtz)': False, 'contains(lyricized)': False, 'contains(nights)': False, 'contains(rosen)': False, 'contains(tranquilizers)': False, 'contains(auel)': False, 'contains(monitor)': False, 'contains(derelict)': False, 'contains(colt)': False, 'contains(jingo)': False, 'contains(malaise)': False, 'contains(hadden)': False, 'contains(produced)': False, 'contains(stalking)': False, 'contains(cio)': False, 'contains(slooooow)': False, 'contains(donuts)': False, 'contains(marie)': False, 'contains(supernatural)': False, 'contains(parasitic)': False, 'contains(et)': False, 'contains(diggler)': False, 'contains(testicles)': False, 'contains(/)': False, 'contains(obliteration)': False, 'contains(playthings)': False, 'contains(buscemi)': False, 'contains(pesence)': False, 'contains(revived)': False, 'contains(ac3)': False, 'contains(adaptation)': False, 'contains(prime)': False, 'contains(amateurism)': False, 'contains(glamorising)': False, 'contains(purple)': False, 'contains(jadzia)': False, 'contains(fridge)': False, 'contains(hoppe)': False, 'contains(1950)': False, 'contains(pointed)': False, 'contains(user)': False, 'contains(dynamites)': False, 'contains(structures)': False, 'contains(pounder)': False, 'contains(womb)': False, 'contains(purists)': False, 'contains(environments)': False, 'contains(fincher)': False, 'contains(receives)': False, 'contains(bizzare)': False, 'contains(surrounding)': False, 'contains(gymnasts)': False, 'contains(bahns)': False, 'contains(lucy)': False, 'contains(acquires)': False, 'contains(jetsons)': False, 'contains(ordinaryness)': False, 'contains(densely)': False, 'contains(measles)': False, 'contains(1979)': False, 'contains(thermo)': False, 'contains(downey)': False, 'contains(lillian)': False, 'contains(noblewoman)': False, 'contains(agrees)': False, 'contains(omits)': False, 'contains(assimilate)': False, 'contains(bulletproof)': False, 'contains(pointers)': False, 'contains(tariq)': False, 'contains(expel)': False, 'contains(copier)': False, 'contains(cheated)': False, 'contains(contradictions)': False, 'contains(middlemen)': False, 'contains(hefti)': False, 'contains(egyptians)': False, 'contains(journal)': False, 'contains(barf)': False, 'contains(busload)': False, 'contains(underline)': False, 'contains(catches)': False, 'contains(kip)': False, 'contains(feather)': False, 'contains(misdeed)': False, 'contains(heaven)': False, 'contains(soaks)': False, 'contains(cacophonous)': False, 'contains(disrespecting)': False, 'contains(exposing)': False, 'contains(riff)': False, 'contains(lectured)': False, 'contains(size)': False, 'contains(vertigo)': False, 'contains(envious)': False, 'contains(potatohead)': False, 'contains(dissipated)': False, 'contains(valdez)': False, 'contains(fours)': False, 'contains(roadside)': False, 'contains(leeloo)': False, 'contains(lili)': False, 'contains(yawk)': False, 'contains(combo)': False, 'contains(gravy)': False, 'contains(belonged)': False, 'contains(eligible)': False, 'contains(bathing)': False, 'contains(reconnassaince)': False, 'contains(smaller)': False, 'contains(veering)': False, 'contains(spiritualist)': False, 'contains(paula)': False, 'contains(glimmers)': False, 'contains(haphazard)': False, 'contains(suspeneful)': False, 'contains(jargon)': False, 'contains(participates)': False, 'contains(communists)': False, 'contains(ludicrous)': False, 'contains(egar)': False, 'contains(womanized)': False, 'contains(disown)': False}\n"
     ]
    }
   ],
   "source": [
    "print (document_features(movie_reviews.words('pos/cv957_8737.txt')))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "featuresets = [(document_features(d), c) for (d, c) in documents]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "train_set, test_set = featuresets[100:], featuresets[:100]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "classifier = nltk.NaiveBayesClassifier.train(train_set)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.71\n"
     ]
    }
   ],
   "source": [
    "print (nltk.classify.accuracy(classifier, test_set))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Most Informative Features\n",
      "     contains(ludicrous) = True              neg : pos    =     11.0 : 1.0\n",
      "     contains(illogical) = True              neg : pos    =      9.0 : 1.0\n",
      "       contains(rounded) = True              pos : neg    =      7.7 : 1.0\n",
      "          contains(lore) = True              pos : neg    =      7.7 : 1.0\n",
      "        contains(seagal) = True              neg : pos    =      7.4 : 1.0\n",
      "       contains(kidding) = True              neg : pos    =      6.3 : 1.0\n",
      "       contains(numbing) = True              neg : pos    =      6.3 : 1.0\n",
      "           contains(ivy) = True              neg : pos    =      6.3 : 1.0\n",
      "      contains(thirteen) = True              pos : neg    =      6.3 : 1.0\n",
      "     contains(maintains) = True              pos : neg    =      6.1 : 1.0\n"
     ]
    }
   ],
   "source": [
    "classifier.show_most_informative_features(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'contains(rounded)': False,\n",
       " 'contains(giggles)': False,\n",
       " 'contains(flamed)': False,\n",
       " 'contains(rehabilitate)': False,\n",
       " 'contains(ned)': False,\n",
       " 'contains(inmate)': False,\n",
       " 'contains(blackmore)': False,\n",
       " 'contains(rehab)': False,\n",
       " 'contains(gutted)': False,\n",
       " 'contains(twang)': False,\n",
       " 'contains(worker)': False,\n",
       " 'contains(draw)': False,\n",
       " 'contains(sunbathing)': False,\n",
       " 'contains(volley)': False,\n",
       " 'contains(sw4)': False,\n",
       " 'contains(buttons)': False,\n",
       " 'contains(incompletely)': False,\n",
       " 'contains(bottlecaps)': False,\n",
       " 'contains(dried)': False,\n",
       " 'contains(harebrained)': False,\n",
       " 'contains(accomplishment)': False,\n",
       " 'contains(forwardly)': False,\n",
       " 'contains(inhalants)': False,\n",
       " 'contains(cel)': False,\n",
       " 'contains(blown)': False,\n",
       " 'contains(pollution)': False,\n",
       " 'contains(ponders)': False,\n",
       " 'contains(venora)': False,\n",
       " 'contains(premiss)': False,\n",
       " 'contains(bostwick)': False,\n",
       " 'contains(burnell)': False,\n",
       " 'contains(armor)': False,\n",
       " 'contains(carpark)': False,\n",
       " 'contains(chest)': False,\n",
       " 'contains(oracles)': False,\n",
       " 'contains(crux)': False,\n",
       " 'contains(incoherence)': False,\n",
       " 'contains(behaviors)': False,\n",
       " 'contains(profess)': False,\n",
       " 'contains(12)': False,\n",
       " 'contains(keiko)': False,\n",
       " 'contains(repay)': False,\n",
       " 'contains(bark)': False,\n",
       " 'contains(junkyard)': False,\n",
       " 'contains(theology)': False,\n",
       " 'contains(legitimize)': False,\n",
       " 'contains(shortcut)': False,\n",
       " 'contains(identified)': False,\n",
       " 'contains(tendencies)': False,\n",
       " 'contains(generalization)': False,\n",
       " 'contains(capital)': False,\n",
       " 'contains(edited)': False,\n",
       " 'contains(highest)': False,\n",
       " 'contains(junkie)': False,\n",
       " 'contains(chili)': False,\n",
       " 'contains(turboman)': False,\n",
       " 'contains(riddick)': False,\n",
       " 'contains(koppelman)': False,\n",
       " 'contains(unanimous)': False,\n",
       " 'contains(rile)': False,\n",
       " 'contains(kayla)': False,\n",
       " 'contains(interests)': False,\n",
       " 'contains(skyjacked)': False,\n",
       " 'contains(realists)': False,\n",
       " 'contains(sulaco)': False,\n",
       " 'contains(proverbs)': False,\n",
       " 'contains(eclipse)': False,\n",
       " 'contains(hassle)': False,\n",
       " 'contains(recalling)': False,\n",
       " 'contains(intersperesed)': False,\n",
       " 'contains(hinky)': False,\n",
       " 'contains(cannery)': False,\n",
       " 'contains(munro)': False,\n",
       " 'contains(twinkies)': False,\n",
       " 'contains(keyboard)': False,\n",
       " 'contains(unifying)': False,\n",
       " 'contains(tested)': False,\n",
       " 'contains(_amadeus_)': False,\n",
       " 'contains(bunk)': False,\n",
       " 'contains(honey)': False,\n",
       " 'contains(withholds)': False,\n",
       " 'contains(regrets)': False,\n",
       " 'contains(neo)': False,\n",
       " 'contains(polished)': False,\n",
       " 'contains(caberat)': False,\n",
       " 'contains(reptiles)': False,\n",
       " 'contains(timo)': False,\n",
       " 'contains(min)': False,\n",
       " 'contains(population)': False,\n",
       " 'contains(cochran)': False,\n",
       " 'contains(educes)': False,\n",
       " 'contains(deconstruction)': False,\n",
       " 'contains(mt)': False,\n",
       " 'contains(execs)': False,\n",
       " 'contains(tremendously)': False,\n",
       " 'contains(nicolet)': False,\n",
       " 'contains(withhold)': False,\n",
       " 'contains(ziyi)': False,\n",
       " 'contains(fatboy)': False,\n",
       " 'contains(duelling)': False,\n",
       " 'contains(terminate)': False,\n",
       " 'contains(toga)': False,\n",
       " 'contains(adultrous)': False,\n",
       " 'contains(carefree)': False,\n",
       " 'contains(salomon)': False,\n",
       " 'contains(decidely)': False,\n",
       " 'contains(leashes)': False,\n",
       " 'contains(circa)': False,\n",
       " 'contains(bujold)': False,\n",
       " 'contains(reteamed)': False,\n",
       " 'contains(rubble)': False,\n",
       " 'contains(engagingly)': False,\n",
       " 'contains(depictions)': False,\n",
       " 'contains(stabbing)': False,\n",
       " 'contains(soundstage)': False,\n",
       " 'contains(accentuate)': False,\n",
       " 'contains(_little)': False,\n",
       " 'contains(petrie)': False,\n",
       " 'contains(videotaped)': False,\n",
       " 'contains(export)': False,\n",
       " 'contains(frames)': False,\n",
       " 'contains(concoct)': False,\n",
       " 'contains(socky)': False,\n",
       " 'contains(a)': False,\n",
       " 'contains(ruffian)': False,\n",
       " 'contains(prospecting)': False,\n",
       " 'contains(elude)': False,\n",
       " 'contains(redux)': False,\n",
       " 'contains(slogan)': False,\n",
       " 'contains(weariness)': False,\n",
       " 'contains(weapons)': False,\n",
       " 'contains(contracting)': False,\n",
       " 'contains(crotchety20)': False,\n",
       " 'contains(separatist)': False,\n",
       " 'contains(fighters)': False,\n",
       " 'contains(filmming)': False,\n",
       " 'contains(portia)': False,\n",
       " 'contains(villain)': False,\n",
       " 'contains(enshrining)': False,\n",
       " 'contains(battering)': False,\n",
       " 'contains(ordeals)': False,\n",
       " 'contains(continually)': False,\n",
       " 'contains(ranking)': False,\n",
       " 'contains(tripplehorn)': False,\n",
       " 'contains(yuh)': False,\n",
       " 'contains(bootsy)': False,\n",
       " 'contains(acne)': False,\n",
       " 'contains(donaldson)': False,\n",
       " 'contains(lubricants)': False,\n",
       " 'contains(eroded)': False,\n",
       " 'contains(excessively)': False,\n",
       " 'contains(mia)': False,\n",
       " 'contains(blacks)': False,\n",
       " 'contains(bulky)': False,\n",
       " 'contains(mahem)': False,\n",
       " 'contains(elliott)': False,\n",
       " 'contains(boyhood)': False,\n",
       " 'contains(futility)': False,\n",
       " 'contains(upright)': False,\n",
       " 'contains(nuke)': False,\n",
       " 'contains(3)': False,\n",
       " 'contains(centennial)': False,\n",
       " 'contains(22)': False,\n",
       " 'contains(rested)': False,\n",
       " 'contains(notions)': False,\n",
       " 'contains(swim)': False,\n",
       " 'contains(deriding)': False,\n",
       " 'contains(undoubtful)': False,\n",
       " 'contains(opening)': False,\n",
       " 'contains(pits)': False,\n",
       " 'contains(nice)': False,\n",
       " 'contains(blimp)': False,\n",
       " 'contains(chauffeur)': False,\n",
       " 'contains(burnin)': False,\n",
       " 'contains(imitate)': False,\n",
       " 'contains(egotist)': False,\n",
       " 'contains(kidding)': False,\n",
       " 'contains(headhunter)': False,\n",
       " 'contains(teeny)': False,\n",
       " 'contains(loyalist)': False,\n",
       " 'contains(gretel)': False,\n",
       " 'contains(forsyth)': False,\n",
       " 'contains(few)': False,\n",
       " 'contains(atkine)': False,\n",
       " 'contains(uppedity)': False,\n",
       " 'contains(enticed)': False,\n",
       " 'contains(lombard)': False,\n",
       " 'contains(videographer)': False,\n",
       " 'contains(provoking)': False,\n",
       " 'contains(fur)': False,\n",
       " 'contains(unoriginal)': False,\n",
       " 'contains(unabashed)': False,\n",
       " 'contains(pennebaker)': False,\n",
       " 'contains(gen)': False,\n",
       " 'contains(separation)': False,\n",
       " 'contains(snorts)': False,\n",
       " 'contains(trinca)': False,\n",
       " 'contains(timed)': False,\n",
       " 'contains(maniacs)': False,\n",
       " 'contains(womantic)': False,\n",
       " 'contains(under)': False,\n",
       " 'contains(valkyries)': False,\n",
       " 'contains(glengarry)': False,\n",
       " 'contains(sketchily)': False,\n",
       " 'contains(5)': False,\n",
       " 'contains(balletic)': False,\n",
       " 'contains(postman)': False,\n",
       " 'contains(senatorial)': False,\n",
       " 'contains(swiss)': False,\n",
       " 'contains(novotny)': False,\n",
       " 'contains(lies)': False,\n",
       " 'contains(ilynea)': False,\n",
       " 'contains(improperly)': False,\n",
       " 'contains(lukewarm)': False,\n",
       " 'contains(orgazmo)': False,\n",
       " 'contains(schwartzeneggar)': False,\n",
       " 'contains(drying)': False,\n",
       " 'contains(assess)': False,\n",
       " 'contains(uncles)': False,\n",
       " 'contains(iraq)': False,\n",
       " 'contains(degenerates)': False,\n",
       " 'contains(philips)': False,\n",
       " 'contains(mikel)': False,\n",
       " 'contains(overdramaticized)': False,\n",
       " 'contains(arrives)': False,\n",
       " 'contains(double)': False,\n",
       " 'contains(brenneman)': False,\n",
       " 'contains(eyepopping)': False,\n",
       " 'contains(swarthy)': False,\n",
       " 'contains(schwarzenegger)': False,\n",
       " 'contains(delaney)': False,\n",
       " 'contains(duetting)': False,\n",
       " 'contains(vinegar)': False,\n",
       " 'contains(dano)': False,\n",
       " 'contains(idiocy)': False,\n",
       " 'contains(hobel)': False,\n",
       " 'contains(threatened)': False,\n",
       " 'contains(cooperate)': False,\n",
       " 'contains(cluttered)': False,\n",
       " 'contains(degeneration)': False,\n",
       " 'contains(larious)': False,\n",
       " 'contains(imparting)': False,\n",
       " 'contains(soup)': False,\n",
       " 'contains(precepts)': False,\n",
       " 'contains(norm)': False,\n",
       " 'contains(viscously)': False,\n",
       " 'contains(pego)': False,\n",
       " 'contains(thompson)': False,\n",
       " 'contains(rousing)': False,\n",
       " 'contains(illogical)': False,\n",
       " 'contains(brussels)': False,\n",
       " 'contains(changwei)': False,\n",
       " 'contains(fugees)': False,\n",
       " 'contains(scamp)': False,\n",
       " 'contains(downpour)': False,\n",
       " 'contains(paradox)': False,\n",
       " 'contains(kevin)': False,\n",
       " 'contains(freedom)': False,\n",
       " 'contains(explanations)': False,\n",
       " 'contains(drescher)': False,\n",
       " 'contains(barge)': False,\n",
       " 'contains(promiscuity)': False,\n",
       " 'contains(output)': False,\n",
       " 'contains(golden)': False,\n",
       " 'contains(tune)': False,\n",
       " 'contains(abrupt)': False,\n",
       " 'contains(rorschach)': False,\n",
       " 'contains(barksdale)': False,\n",
       " 'contains(dominated)': False,\n",
       " 'contains(unspool)': False,\n",
       " 'contains(comrade)': False,\n",
       " 'contains(ruse)': False,\n",
       " 'contains(gettin)': False,\n",
       " 'contains(corral)': False,\n",
       " 'contains(liberating)': False,\n",
       " 'contains(baileys)': False,\n",
       " 'contains(greediest)': False,\n",
       " 'contains(indicting)': False,\n",
       " 'contains(solidify)': False,\n",
       " 'contains(ants)': False,\n",
       " 'contains(constrained)': False,\n",
       " 'contains(demon)': False,\n",
       " 'contains(supermasochist)': False,\n",
       " 'contains(forefathers)': False,\n",
       " 'contains(sniper)': False,\n",
       " 'contains(opportunities)': False,\n",
       " 'contains(burnett)': False,\n",
       " 'contains(shimono)': False,\n",
       " 'contains(juicing)': False,\n",
       " 'contains(mindless)': False,\n",
       " 'contains(thuds)': False,\n",
       " 'contains(nosebleeds)': False,\n",
       " 'contains(tinseltown)': False,\n",
       " 'contains(kaminski)': False,\n",
       " 'contains(endeavored)': False,\n",
       " 'contains(retriever)': False,\n",
       " 'contains(skewers)': False,\n",
       " 'contains(booker)': False,\n",
       " 'contains(king)': False,\n",
       " 'contains(tuned)': False,\n",
       " 'contains(economic)': False,\n",
       " 'contains(dramatizes)': False,\n",
       " 'contains(brilliantly)': False,\n",
       " 'contains(lamaze)': False,\n",
       " 'contains(altogether)': False,\n",
       " 'contains(denied)': False,\n",
       " 'contains(kim)': False,\n",
       " 'contains(flick)': False,\n",
       " 'contains(professions)': False,\n",
       " 'contains(indulgence)': False,\n",
       " 'contains(effects)': False,\n",
       " 'contains(kio)': False,\n",
       " 'contains(georgina)': False,\n",
       " 'contains(inset)': False,\n",
       " 'contains(numbskulls)': False,\n",
       " 'contains(yard)': False,\n",
       " 'contains(working)': False,\n",
       " 'contains(geno)': False,\n",
       " 'contains(zaillian)': False,\n",
       " 'contains(marveled)': False,\n",
       " 'contains(fitzswalter)': False,\n",
       " 'contains(crust)': False,\n",
       " 'contains(forefront)': False,\n",
       " 'contains(nod)': False,\n",
       " 'contains(remand)': False,\n",
       " 'contains(representative)': False,\n",
       " 'contains(directoral)': False,\n",
       " 'contains(resurrecting)': False,\n",
       " 'contains(dunst)': False,\n",
       " 'contains(unthinking)': False,\n",
       " 'contains(ruffle)': False,\n",
       " 'contains(borrowings)': False,\n",
       " 'contains(killathon)': False,\n",
       " 'contains(indy)': False,\n",
       " 'contains(replaced)': False,\n",
       " 'contains(hashbrown)': False,\n",
       " 'contains(booming)': False,\n",
       " 'contains(dialect)': False,\n",
       " 'contains(yankees)': False,\n",
       " 'contains(hayek)': False,\n",
       " 'contains(spaniard)': False,\n",
       " 'contains(finger)': False,\n",
       " 'contains(mobster)': False,\n",
       " 'contains(shielding)': False,\n",
       " 'contains(colorful)': False,\n",
       " 'contains(scripted)': False,\n",
       " 'contains(dearth)': False,\n",
       " 'contains(mused)': False,\n",
       " 'contains(pronunciation)': False,\n",
       " 'contains(boondocks)': False,\n",
       " 'contains(exclusively)': False,\n",
       " 'contains(zombified)': False,\n",
       " 'contains(ivory)': False,\n",
       " 'contains(cubs)': False,\n",
       " 'contains(slammer)': False,\n",
       " 'contains(tiff)': False,\n",
       " 'contains(honoring)': False,\n",
       " 'contains(teri)': False,\n",
       " 'contains(occurrence)': False,\n",
       " 'contains(eerie)': False,\n",
       " 'contains(wade)': False,\n",
       " 'contains(lip)': False,\n",
       " 'contains(procreation)': False,\n",
       " 'contains(storytellers)': False,\n",
       " 'contains(accompanying)': False,\n",
       " 'contains(rhys)': False,\n",
       " 'contains(eqypt)': False,\n",
       " 'contains(favors)': False,\n",
       " 'contains(onatopp)': False,\n",
       " 'contains(kristopherson)': False,\n",
       " 'contains(footsteps)': False,\n",
       " 'contains(utilized)': False,\n",
       " 'contains(papaya)': False,\n",
       " 'contains(splendid)': False,\n",
       " 'contains(wildest)': False,\n",
       " 'contains(halicki)': False,\n",
       " 'contains(overpraise)': False,\n",
       " 'contains(animals)': False,\n",
       " 'contains(lela)': False,\n",
       " 'contains(rum)': False,\n",
       " 'contains(cables)': False,\n",
       " 'contains(prodigal)': False,\n",
       " 'contains(leoni)': False,\n",
       " 'contains(assitance)': False,\n",
       " 'contains(unveils)': False,\n",
       " 'contains(edward)': False,\n",
       " 'contains(thereby)': False,\n",
       " 'contains(obsess)': False,\n",
       " 'contains(cinque)': False,\n",
       " 'contains(mimicking)': False,\n",
       " 'contains(incubator)': False,\n",
       " 'contains(sympathies)': False,\n",
       " 'contains(blitz)': False,\n",
       " 'contains(ulee)': False,\n",
       " 'contains(downing)': False,\n",
       " 'contains(endowment)': False,\n",
       " 'contains(cole)': False,\n",
       " 'contains(stoic)': False,\n",
       " 'contains(lise)': False,\n",
       " 'contains(ensnare)': False,\n",
       " 'contains(consent)': False,\n",
       " 'contains(prosaic)': False,\n",
       " 'contains(organization)': False,\n",
       " 'contains(benton)': False,\n",
       " 'contains(spoon)': False,\n",
       " 'contains(marginalized)': False,\n",
       " 'contains(trash)': False,\n",
       " 'contains(solitude)': False,\n",
       " 'contains(manly)': False,\n",
       " 'contains(violates)': False,\n",
       " 'contains(leep)': False,\n",
       " 'contains(toghether)': False,\n",
       " 'contains(abhorrence)': False,\n",
       " 'contains(sessue)': False,\n",
       " 'contains(users)': False,\n",
       " 'contains(ruby)': False,\n",
       " 'contains(angus)': False,\n",
       " 'contains(specimens)': False,\n",
       " 'contains(recognise)': False,\n",
       " 'contains(plastics)': False,\n",
       " 'contains(scotsman)': False,\n",
       " 'contains(commentaries)': False,\n",
       " 'contains(communicate)': False,\n",
       " 'contains(treetop)': False,\n",
       " 'contains(karaoke)': False,\n",
       " 'contains(semblance)': False,\n",
       " 'contains(davidzt)': False,\n",
       " 'contains(sheltering)': False,\n",
       " 'contains(splendor)': False,\n",
       " 'contains(begrudgingly)': False,\n",
       " 'contains(nuttiness)': False,\n",
       " 'contains(shuttle)': False,\n",
       " 'contains(cybil)': False,\n",
       " 'contains(entanglements)': False,\n",
       " 'contains(phillotson)': False,\n",
       " 'contains(frenzied)': False,\n",
       " 'contains(commanding)': False,\n",
       " 'contains(prescription)': False,\n",
       " 'contains(gargantuan)': False,\n",
       " 'contains(brien)': False,\n",
       " 'contains(reich)': False,\n",
       " 'contains(grant)': False,\n",
       " 'contains(mainstay)': False,\n",
       " 'contains(1949)': False,\n",
       " 'contains(fiberglass)': False,\n",
       " 'contains(savior)': False,\n",
       " 'contains(likewise)': False,\n",
       " 'contains(burnhams)': False,\n",
       " 'contains(wielded)': False,\n",
       " 'contains(lug)': False,\n",
       " 'contains(nodded)': False,\n",
       " 'contains(telegraph)': False,\n",
       " 'contains(wheaton)': False,\n",
       " 'contains(scampering)': False,\n",
       " 'contains(gauzy)': False,\n",
       " 'contains(interstellar)': False,\n",
       " 'contains(cabbies)': False,\n",
       " 'contains(plow)': False,\n",
       " 'contains(unarguable)': False,\n",
       " 'contains(ami)': False,\n",
       " 'contains(determinedly)': False,\n",
       " 'contains(gunfire)': False,\n",
       " 'contains(spheres)': False,\n",
       " 'contains(intervention)': False,\n",
       " 'contains(shoplifting)': False,\n",
       " 'contains(advise)': False,\n",
       " 'contains(engrossed)': False,\n",
       " 'contains(kilar)': False,\n",
       " 'contains(nescafe)': False,\n",
       " 'contains(hike)': False,\n",
       " 'contains(crews)': False,\n",
       " 'contains(odder)': False,\n",
       " 'contains(hungus)': False,\n",
       " 'contains(slowest)': False,\n",
       " 'contains(roro)': False,\n",
       " 'contains(spicebus)': False,\n",
       " 'contains(trans)': False,\n",
       " 'contains(wields)': False,\n",
       " 'contains(groundbreaking)': False,\n",
       " 'contains(congratulations)': False,\n",
       " 'contains(sexist)': False,\n",
       " 'contains(bomber)': False,\n",
       " 'contains(innappropriate)': False,\n",
       " 'contains(symbolises)': False,\n",
       " 'contains(randle)': False,\n",
       " 'contains(denker)': False,\n",
       " 'contains(unpopularity)': False,\n",
       " 'contains(k)': False,\n",
       " 'contains(kick)': False,\n",
       " 'contains(furnishing)': False,\n",
       " 'contains(conviction)': False,\n",
       " 'contains(processions)': False,\n",
       " 'contains(affectionate)': False,\n",
       " 'contains(wh)': False,\n",
       " 'contains(sentences)': False,\n",
       " 'contains(intrusions)': False,\n",
       " 'contains(mon)': False,\n",
       " 'contains(telepathic)': False,\n",
       " 'contains(rock)': False,\n",
       " 'contains(rard)': False,\n",
       " 'contains(claimed)': False,\n",
       " 'contains(kjv)': False,\n",
       " 'contains(revert)': False,\n",
       " 'contains(professes)': False,\n",
       " 'contains(\\x16)': False,\n",
       " 'contains(serene)': False,\n",
       " 'contains(comedienne)': False,\n",
       " 'contains(cystic)': False,\n",
       " 'contains(porpoise)': False,\n",
       " 'contains(plenty)': False,\n",
       " 'contains(means)': False,\n",
       " 'contains(snuffed)': False,\n",
       " 'contains(promised)': False,\n",
       " 'contains(believabilty)': False,\n",
       " 'contains(tilts)': False,\n",
       " 'contains(penile)': False,\n",
       " 'contains(residence)': False,\n",
       " 'contains(commences)': False,\n",
       " 'contains(fatal)': False,\n",
       " 'contains(frakes)': False,\n",
       " 'contains(ponytails)': False,\n",
       " 'contains(coax)': False,\n",
       " 'contains(sobol)': False,\n",
       " 'contains(seagal)': False,\n",
       " 'contains(clicked)': False,\n",
       " 'contains(salvador)': False,\n",
       " 'contains(stylings)': False,\n",
       " 'contains(paradiso)': False,\n",
       " 'contains(resound)': False,\n",
       " 'contains(special)': False,\n",
       " 'contains(gladstone)': False,\n",
       " 'contains(cozart)': False,\n",
       " 'contains(cantakerous)': False,\n",
       " 'contains(poirot)': False,\n",
       " 'contains(declares)': False,\n",
       " 'contains(probability)': False,\n",
       " 'contains(backdoors)': False,\n",
       " 'contains(technician)': False,\n",
       " 'contains(marts)': False,\n",
       " 'contains(blissfully)': False,\n",
       " 'contains(quizzical)': False,\n",
       " 'contains(windup)': False,\n",
       " 'contains(aried)': False,\n",
       " 'contains(heisted)': False,\n",
       " 'contains(potion)': False,\n",
       " 'contains(appendages)': False,\n",
       " 'contains(pipeline)': False,\n",
       " 'contains(stupider)': False,\n",
       " 'contains(mindel)': False,\n",
       " 'contains(bottles)': False,\n",
       " 'contains(morphing)': False,\n",
       " 'contains(invisibility)': False,\n",
       " 'contains(directionless)': False,\n",
       " 'contains(branagh)': False,\n",
       " 'contains(cheesiness)': False,\n",
       " 'contains(34)': False,\n",
       " 'contains(nick)': False,\n",
       " 'contains(sequal)': False,\n",
       " 'contains(gilbert)': False,\n",
       " 'contains(trenchcoat)': False,\n",
       " 'contains(sordidness)': False,\n",
       " 'contains(shogun)': False,\n",
       " 'contains(ellen)': False,\n",
       " 'contains(lars)': False,\n",
       " 'contains(unbuttoning)': False,\n",
       " 'contains(heart)': False,\n",
       " 'contains(prehistory)': False,\n",
       " 'contains(morquio)': False,\n",
       " 'contains(suspects)': False,\n",
       " 'contains(storage)': False,\n",
       " 'contains(followup)': False,\n",
       " 'contains(demoralised)': False,\n",
       " 'contains(30)': False,\n",
       " 'contains(lebanese)': False,\n",
       " 'contains(used)': False,\n",
       " 'contains(disappointing)': False,\n",
       " 'contains(dumbed)': False,\n",
       " 'contains(conceit)': False,\n",
       " 'contains(exodus)': False,\n",
       " 'contains(recur)': False,\n",
       " 'contains(obtained)': False,\n",
       " 'contains(shrink)': False,\n",
       " 'contains(verdell)': False,\n",
       " 'contains(hockley)': False,\n",
       " 'contains(mum)': False,\n",
       " 'contains(fending)': False,\n",
       " 'contains(montero)': False,\n",
       " 'contains(inversion)': False,\n",
       " 'contains(train)': False,\n",
       " 'contains(diverting)': False,\n",
       " 'contains(virginal)': False,\n",
       " 'contains(worthy)': False,\n",
       " 'contains(remorseful)': False,\n",
       " 'contains(cholera)': False,\n",
       " 'contains(hearted)': False,\n",
       " 'contains(tiresome)': False,\n",
       " 'contains(danza)': False,\n",
       " 'contains(hana)': False,\n",
       " 'contains(mcdonalds)': False,\n",
       " 'contains(purred)': False,\n",
       " 'contains(preciously)': False,\n",
       " 'contains(necessity)': False,\n",
       " 'contains(nukes)': False,\n",
       " 'contains(nicotine)': False,\n",
       " 'contains(bridgette)': False,\n",
       " 'contains(persian)': False,\n",
       " 'contains(november)': False,\n",
       " 'contains(selflessly)': False,\n",
       " 'contains(holzbog)': False,\n",
       " 'contains(voodoo)': False,\n",
       " 'contains(danna)': False,\n",
       " 'contains(misjudgment)': False,\n",
       " 'contains(kidnaper)': False,\n",
       " 'contains(show_)': False,\n",
       " 'contains(narrating)': False,\n",
       " 'contains(powerhouse)': False,\n",
       " 'contains(lamely)': False,\n",
       " 'contains(murky)': False,\n",
       " 'contains(suprisingly)': False,\n",
       " 'contains(rosy)': False,\n",
       " 'contains(costumer)': False,\n",
       " 'contains(rewarded)': False,\n",
       " 'contains(suschitzky)': False,\n",
       " 'contains(puny)': False,\n",
       " 'contains(bend)': False,\n",
       " 'contains(lunatic)': False,\n",
       " 'contains(genesis)': False,\n",
       " 'contains(newark)': False,\n",
       " 'contains(tacked)': False,\n",
       " 'contains(unrest)': False,\n",
       " 'contains(gillian)': False,\n",
       " 'contains(nitro)': False,\n",
       " 'contains(maccormack)': False,\n",
       " 'contains(peril)': False,\n",
       " 'contains(cart)': False,\n",
       " 'contains(parallax)': False,\n",
       " 'contains(trace)': False,\n",
       " 'contains(alfonso)': False,\n",
       " 'contains(homophobic)': False,\n",
       " 'contains(shavenness)': False,\n",
       " 'contains(cats)': False,\n",
       " 'contains(earshot)': False,\n",
       " 'contains(febrile)': False,\n",
       " 'contains(unfolding)': False,\n",
       " 'contains(restlessness)': False,\n",
       " 'contains(bursting)': False,\n",
       " 'contains(messier)': False,\n",
       " 'contains(entrails)': False,\n",
       " 'contains(crassly)': False,\n",
       " 'contains(encompasses)': False,\n",
       " 'contains(skipp)': False,\n",
       " 'contains(conversations)': False,\n",
       " 'contains(found)': False,\n",
       " 'contains(cuban)': False,\n",
       " 'contains(dornacker)': False,\n",
       " 'contains(offered)': False,\n",
       " 'contains(medley)': False,\n",
       " 'contains(6th)': False,\n",
       " 'contains(ulcers)': False,\n",
       " 'contains(dab)': False,\n",
       " 'contains(newsradio)': False,\n",
       " 'contains(puccini)': False,\n",
       " 'contains(steppes)': False,\n",
       " 'contains(kind)': False,\n",
       " 'contains(contractually)': False,\n",
       " 'contains(attitudes)': False,\n",
       " 'contains(stoddard)': False,\n",
       " 'contains(boathouse)': False,\n",
       " 'contains(respective)': False,\n",
       " 'contains(guanglan)': False,\n",
       " 'contains(brassy)': False,\n",
       " 'contains(stinking)': False,\n",
       " 'contains(westerns)': False,\n",
       " 'contains(flashes)': False,\n",
       " 'contains(frothing)': False,\n",
       " 'contains(bucks)': False,\n",
       " 'contains(whoopi)': False,\n",
       " 'contains(subjected)': False,\n",
       " 'contains(sargent)': False,\n",
       " 'contains(slain)': False,\n",
       " 'contains(koran)': False,\n",
       " 'contains(irishfolk)': False,\n",
       " 'contains(concordia)': False,\n",
       " 'contains(stale)': False,\n",
       " 'contains(looooot)': False,\n",
       " 'contains(nuseric)': False,\n",
       " 'contains(gates)': False,\n",
       " 'contains(2th)': False,\n",
       " 'contains(tosses)': False,\n",
       " 'contains(thoughtless)': False,\n",
       " 'contains(mad)': False,\n",
       " 'contains(newmar)': False,\n",
       " 'contains(heaps)': False,\n",
       " 'contains(bandaras)': False,\n",
       " 'contains(blume)': False,\n",
       " 'contains(overcooked)': False,\n",
       " 'contains(stendahl)': False,\n",
       " 'contains(nurses)': False,\n",
       " 'contains(smile)': False,\n",
       " 'contains(soundman)': False,\n",
       " 'contains(upstairs)': False,\n",
       " 'contains(rushed)': False,\n",
       " 'contains(cheetah)': False,\n",
       " 'contains(pornography)': False,\n",
       " 'contains(improvised)': False,\n",
       " 'contains(quintano)': False,\n",
       " 'contains(fastidious)': False,\n",
       " 'contains(afire)': False,\n",
       " 'contains(chronology)': False,\n",
       " 'contains(selena)': False,\n",
       " 'contains(elasped)': False,\n",
       " 'contains(ruin)': False,\n",
       " 'contains(renewing)': False,\n",
       " 'contains(eyed)': False,\n",
       " 'contains(machete)': False,\n",
       " 'contains(shrubs)': False,\n",
       " 'contains(loitered)': False,\n",
       " 'contains(fancy)': False,\n",
       " 'contains(phone)': False,\n",
       " 'contains(underscored)': False,\n",
       " 'contains(duh)': False,\n",
       " 'contains(glancing)': False,\n",
       " 'contains(matrix)': False,\n",
       " 'contains(scratch)': False,\n",
       " 'contains(recapture)': False,\n",
       " 'contains(unbiased)': False,\n",
       " 'contains(hiave)': False,\n",
       " 'contains(miscasting)': False,\n",
       " 'contains(accentuating)': False,\n",
       " 'contains(chevalier)': False,\n",
       " 'contains(yelchin)': False,\n",
       " 'contains(brightest)': False,\n",
       " 'contains(vulnerable)': False,\n",
       " 'contains(mug)': False,\n",
       " 'contains(thugs)': False,\n",
       " 'contains(tightfitting)': False,\n",
       " 'contains(doubly)': False,\n",
       " 'contains(senile)': False,\n",
       " 'contains(beastuality)': False,\n",
       " 'contains(yikes)': False,\n",
       " 'contains(adaptable)': False,\n",
       " 'contains(humiliated)': False,\n",
       " 'contains(signature)': False,\n",
       " 'contains(unofficial)': False,\n",
       " 'contains(plights)': False,\n",
       " 'contains(adepts)': False,\n",
       " 'contains(payload)': False,\n",
       " 'contains(rebbe)': False,\n",
       " 'contains(bounced)': False,\n",
       " 'contains(meany)': False,\n",
       " 'contains(barn)': False,\n",
       " 'contains(jermaine)': False,\n",
       " 'contains(-----)': False,\n",
       " 'contains(pornographers)': False,\n",
       " 'contains(freshen)': False,\n",
       " 'contains(castleton)': False,\n",
       " 'contains(adeptly)': False,\n",
       " 'contains(anyway)': False,\n",
       " 'contains(pitching)': False,\n",
       " 'contains(vota)': False,\n",
       " 'contains(paternalistic)': False,\n",
       " 'contains(kat)': False,\n",
       " 'contains(gambled)': False,\n",
       " 'contains(preacher)': False,\n",
       " 'contains(incompatible)': False,\n",
       " 'contains(invests)': False,\n",
       " 'contains(tad)': False,\n",
       " 'contains(klose)': False,\n",
       " 'contains(backers)': False,\n",
       " 'contains(xtc)': False,\n",
       " 'contains(prophet)': False,\n",
       " 'contains(grease)': False,\n",
       " 'contains(personalities)': False,\n",
       " 'contains(monstrously)': False,\n",
       " 'contains(contaminated)': False,\n",
       " 'contains(swashbuckling)': False,\n",
       " 'contains(symbolism)': False,\n",
       " 'contains(161)': False,\n",
       " 'contains(pro)': False,\n",
       " 'contains(quotation)': False,\n",
       " 'contains(introverted)': False,\n",
       " 'contains(playmate)': False,\n",
       " 'contains(luhrmann)': False,\n",
       " 'contains(seat)': False,\n",
       " 'contains(guarding)': False,\n",
       " 'contains(batch)': False,\n",
       " 'contains(vibrancy)': False,\n",
       " 'contains(pal)': False,\n",
       " 'contains(skimp)': False,\n",
       " 'contains(glop)': False,\n",
       " 'contains(choppy)': False,\n",
       " 'contains(suspensful)': False,\n",
       " 'contains(developed)': False,\n",
       " 'contains(henslowe)': False,\n",
       " 'contains(empires)': False,\n",
       " 'contains(ring)': False,\n",
       " 'contains(spoil)': False,\n",
       " 'contains(netted)': False,\n",
       " 'contains(thulin)': False,\n",
       " 'contains(johnathon)': False,\n",
       " 'contains(smoked)': False,\n",
       " 'contains(punctuating)': False,\n",
       " 'contains(backstreet)': False,\n",
       " 'contains(scheduling)': False,\n",
       " 'contains(izzard)': False,\n",
       " 'contains(dutch)': False,\n",
       " 'contains(pilion)': False,\n",
       " 'contains(everyman)': False,\n",
       " 'contains(50000)': False,\n",
       " 'contains(curtin)': False,\n",
       " 'contains(dino)': False,\n",
       " 'contains(vampires)': False,\n",
       " 'contains(omens)': False,\n",
       " 'contains(tugs)': False,\n",
       " 'contains(filby)': False,\n",
       " 'contains(coolness)': False,\n",
       " 'contains(winds)': False,\n",
       " 'contains(greenpeace)': False,\n",
       " 'contains(phoenix)': False,\n",
       " 'contains(bohemia)': False,\n",
       " 'contains(hauer)': False,\n",
       " 'contains(suffers)': False,\n",
       " 'contains(mand)': False,\n",
       " 'contains(standup)': False,\n",
       " 'contains(unfulfilled)': False,\n",
       " 'contains(shampoo)': False,\n",
       " 'contains(advertisements)': False,\n",
       " 'contains(cow)': False,\n",
       " 'contains(gunned)': False,\n",
       " 'contains(infact)': False,\n",
       " 'contains(borgnine)': False,\n",
       " 'contains(fembots)': False,\n",
       " 'contains(73)': False,\n",
       " 'contains(finishes)': False,\n",
       " 'contains(dream)': False,\n",
       " 'contains(baggy)': False,\n",
       " 'contains(president)': False,\n",
       " 'contains(archaic)': False,\n",
       " 'contains(rapping)': False,\n",
       " 'contains(igor)': False,\n",
       " 'contains(taste)': False,\n",
       " 'contains(rest)': False,\n",
       " 'contains(cams)': False,\n",
       " 'contains(popeye)': False,\n",
       " 'contains(peebles)': False,\n",
       " 'contains(ephron)': False,\n",
       " 'contains(fete)': False,\n",
       " 'contains(reads)': False,\n",
       " 'contains(harding)': False,\n",
       " 'contains(greenleaf)': False,\n",
       " 'contains(foible)': False,\n",
       " 'contains(originated)': False,\n",
       " 'contains(charizard)': False,\n",
       " 'contains(peculiarities)': False,\n",
       " 'contains(hunchback)': False,\n",
       " 'contains(jason)': False,\n",
       " 'contains(incorrectly)': False,\n",
       " 'contains(roache)': False,\n",
       " 'contains(sentence)': False,\n",
       " 'contains(glitches)': False,\n",
       " 'contains(olenska)': False,\n",
       " 'contains(chiding)': False,\n",
       " 'contains(carves)': False,\n",
       " 'contains(ferries)': False,\n",
       " 'contains(proof)': False,\n",
       " 'contains(sloppiest)': False,\n",
       " 'contains(rabid)': False,\n",
       " 'contains(squeak)': False,\n",
       " 'contains(courtroom)': False,\n",
       " 'contains(reef)': False,\n",
       " 'contains(accommodations)': False,\n",
       " 'contains(condescending)': False,\n",
       " 'contains(chokes)': False,\n",
       " 'contains(alotta)': False,\n",
       " 'contains(gobbling)': False,\n",
       " 'contains(confection)': False,\n",
       " 'contains(dreamworld)': False,\n",
       " 'contains(sensibility)': False,\n",
       " 'contains(dispelled)': False,\n",
       " 'contains(grouchy)': False,\n",
       " 'contains(sharp)': False,\n",
       " 'contains(correctly)': False,\n",
       " 'contains(superhero)': False,\n",
       " 'contains(safety)': False,\n",
       " 'contains(sync)': False,\n",
       " 'contains(tying)': False,\n",
       " 'contains(tabio)': False,\n",
       " 'contains(_life)': False,\n",
       " 'contains(pictured)': False,\n",
       " 'contains(unwavering)': False,\n",
       " 'contains(pyramid)': False,\n",
       " 'contains(sacrifice)': False,\n",
       " 'contains(composer)': False,\n",
       " 'contains(muscles)': False,\n",
       " 'contains(gorgeous)': False,\n",
       " 'contains(chemisty)': False,\n",
       " 'contains(mohr)': False,\n",
       " 'contains(combing)': False,\n",
       " 'contains(delighting)': False,\n",
       " 'contains(oneself)': False,\n",
       " 'contains(started)': False,\n",
       " 'contains(nonexistant)': False,\n",
       " 'contains(shocks)': False,\n",
       " 'contains(drool)': False,\n",
       " 'contains(meatloaf)': False,\n",
       " 'contains(margulies)': False,\n",
       " 'contains(storefront)': False,\n",
       " 'contains(well)': False,\n",
       " 'contains(launderer)': False,\n",
       " 'contains(pickings)': False,\n",
       " 'contains(tainted)': False,\n",
       " 'contains(ins)': False,\n",
       " 'contains(existential)': False,\n",
       " 'contains(hours)': False,\n",
       " 'contains(tanktops)': False,\n",
       " 'contains(bind)': False,\n",
       " 'contains(yielded)': False,\n",
       " 'contains(decayed)': False,\n",
       " 'contains(stupid)': False,\n",
       " 'contains(_some_)': False,\n",
       " 'contains(darnedness)': False,\n",
       " 'contains(bystander)': False,\n",
       " 'contains(shannen)': False,\n",
       " 'contains(no)': False,\n",
       " 'contains(degraded)': False,\n",
       " 'contains(warren)': False,\n",
       " 'contains(glide)': False,\n",
       " 'contains(rejuvenate)': False,\n",
       " 'contains(frontman)': False,\n",
       " 'contains(mischevious)': False,\n",
       " 'contains(unfitting)': False,\n",
       " 'contains(berle)': False,\n",
       " 'contains(veritable)': False,\n",
       " 'contains(overbearing)': False,\n",
       " 'contains(radmar)': False,\n",
       " 'contains(cleopatra)': False,\n",
       " 'contains(dwayne)': False,\n",
       " 'contains(62)': False,\n",
       " 'contains(matrons)': False,\n",
       " 'contains(gays)': False,\n",
       " 'contains(betting)': False,\n",
       " 'contains(lovemaker)': False,\n",
       " 'contains(reknown)': False,\n",
       " 'contains(lighter)': False,\n",
       " 'contains(devastation)': False,\n",
       " 'contains(kingpin)': False,\n",
       " 'contains(starships)': False,\n",
       " 'contains(unnoticed)': False,\n",
       " 'contains(cypher)': False,\n",
       " 'contains(mite)': False,\n",
       " 'contains(governing)': False,\n",
       " 'contains(hide)': False,\n",
       " 'contains(unfunny)': False,\n",
       " 'contains(takeshi)': False,\n",
       " 'contains(financial)': False,\n",
       " 'contains(inner)': False,\n",
       " 'contains(tuxedo)': False,\n",
       " 'contains(electrically)': False,\n",
       " 'contains(measureable)': False,\n",
       " 'contains(rejoin)': False,\n",
       " 'contains(surviving)': False,\n",
       " 'contains(construed)': False,\n",
       " 'contains(shriek)': False,\n",
       " 'contains(deepening)': False,\n",
       " 'contains(guilt)': False,\n",
       " 'contains(wither)': False,\n",
       " 'contains(viewed)': False,\n",
       " 'contains(wise)': False,\n",
       " 'contains(backwards)': False,\n",
       " 'contains(whereby)': False,\n",
       " 'contains(britton)': False,\n",
       " 'contains(haughty)': False,\n",
       " 'contains(prodded)': False,\n",
       " 'contains(gender)': False,\n",
       " 'contains(crystal)': False,\n",
       " 'contains(samuel)': False,\n",
       " 'contains(slyly)': False,\n",
       " 'contains(waystation)': False,\n",
       " 'contains(nesting)': False,\n",
       " 'contains(copulation)': False,\n",
       " 'contains(antonioni)': False,\n",
       " 'contains(etymology)': False,\n",
       " 'contains(disection)': False,\n",
       " 'contains(swann)': False,\n",
       " 'contains(thirteen)': False,\n",
       " 'contains(bones)': False,\n",
       " 'contains(missy)': False,\n",
       " 'contains(showgirls)': False,\n",
       " 'contains(speed)': False,\n",
       " 'contains(russia)': False,\n",
       " 'contains(1974)': False,\n",
       " 'contains(infiltrated)': False,\n",
       " 'contains(assination)': False,\n",
       " 'contains(jonze)': False,\n",
       " 'contains(hills)': False,\n",
       " 'contains(thora)': False,\n",
       " 'contains(guru)': False,\n",
       " 'contains(pathologically)': False,\n",
       " 'contains(urine)': False,\n",
       " 'contains(afeminite)': False,\n",
       " ...}"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_text = \"I love this movie, very interesting\"\n",
    "test_set = document_features(test_text.split())\n",
    "test_set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "neg\n"
     ]
    }
   ],
   "source": [
    "print (classifier.classify(test_set))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
